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Browse files- Dockerfile +23 -0
- app.py +154 -0
- bg_remover.py +36 -0
- requirements.txt +7 -0
- run.sh +5 -0
Dockerfile
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FROM python:3.11-slim
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WORKDIR /app
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# Install system dependencies
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RUN apt-get update && apt-get install -y \
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libgl1-mesa-glx \
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libglib2.0-0 \
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&& rm -rf /var/lib/apt/lists/*
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# Copy requirements and install Python dependencies
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy application code
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COPY . .
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# Expose port
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EXPOSE 7860
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# Run the application
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CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
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app.py
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from fastapi import FastAPI, File, UploadFile, HTTPException
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from fastapi.responses import Response, JSONResponse
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from PIL import Image
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import io
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import logging
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from bg_remover import BackgroundRemover
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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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title="Background Remover API",
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description="API for removing backgrounds from images",
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version="1.0.0"
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)
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background_remover: BackgroundRemover = None
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def get_background_remover():
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global background_remover
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if background_remover is None:
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logger.info("Initializing background remover...")
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background_remover = BackgroundRemover()
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logger.info("Background remover initialized")
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return background_remover
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@app.get("/")
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async def root():
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return {
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"message": "Background Remover API",
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"version": "1.0.0",
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"endpoints": {
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"/": "API information",
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"/health": "Health check",
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"/remove-background": "Remove background from image (POST)"
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}
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}
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@app.get("/health")
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async def health_check():
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try:
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get_background_remover()
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return {"status": "healthy", "service": "background_remover"}
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except Exception as e:
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logger.error(f"Health check failed: {str(e)}")
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raise HTTPException(status_code=503, detail=f"Service unhealthy: {str(e)}")
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@app.post("/remove-background")
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async def remove_background(
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file: UploadFile = File(..., description="Image file to process")
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):
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try:
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if not file.content_type or not file.content_type.startswith('image/'):
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raise HTTPException(
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status_code=400,
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detail="File must be an image. Supported formats: JPEG, PNG, WEBP, etc."
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)
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image_data = await file.read()
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try:
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input_image = Image.open(io.BytesIO(image_data))
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if input_image.mode != 'RGBA':
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input_image = input_image.convert('RGB')
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except Exception as e:
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raise HTTPException(
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status_code=400,
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detail=f"Invalid image file: {str(e)}"
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)
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remover = get_background_remover()
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logger.info(f"Processing image: {file.filename}")
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output_image = remover.remove_background(input_image)
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output_buffer = io.BytesIO()
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output_image.save(output_buffer, format='PNG')
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output_buffer.seek(0)
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logger.info(f"Successfully processed image: {file.filename}")
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return Response(
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content=output_buffer.getvalue(),
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media_type="image/png",
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headers={
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"Content-Disposition": f"attachment; filename=removed_bg_{file.filename or 'image'}.png"
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}
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)
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except HTTPException:
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raise
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except Exception as e:
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logger.error(f"Error processing image: {str(e)}", exc_info=True)
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raise HTTPException(
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status_code=500,
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detail=f"Error processing image: {str(e)}"
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)
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@app.post("/remove-background/json")
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async def remove_background_json(
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file: UploadFile = File(..., description="Image file to process")
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):
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import base64
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try:
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if not file.content_type or not file.content_type.startswith('image/'):
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raise HTTPException(
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status_code=400,
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detail="File must be an image. Supported formats: JPEG, PNG, WEBP, etc."
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)
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image_data = await file.read()
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try:
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input_image = Image.open(io.BytesIO(image_data))
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if input_image.mode != 'RGBA':
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input_image = input_image.convert('RGB')
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except Exception as e:
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raise HTTPException(
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status_code=400,
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detail=f"Invalid image file: {str(e)}"
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)
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remover = get_background_remover()
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logger.info(f"Processing image: {file.filename}")
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output_image = remover.remove_background(input_image)
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output_buffer = io.BytesIO()
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output_image.save(output_buffer, format='PNG')
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output_buffer.seek(0)
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image_base64 = base64.b64encode(output_buffer.getvalue()).decode('utf-8')
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logger.info(f"Successfully processed image: {file.filename}")
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return JSONResponse({
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"success": True,
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"message": "Background removed successfully",
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"image": f"data:image/png;base64,{image_base64}",
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"filename": f"removed_bg_{file.filename or 'image'}.png"
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})
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except HTTPException:
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raise
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except Exception as e:
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logger.error(f"Error processing image: {str(e)}", exc_info=True)
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return JSONResponse(
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status_code=500,
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content={
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"success": False,
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"message": f"Error processing image: {str(e)}"
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}
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)
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bg_remover.py
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from PIL import Image
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from rembg import remove, new_session
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import logging
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import os
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from typing import Tuple
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class BackgroundRemover:
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def __init__(self, model_name: str = "isnet-general-use"):
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self.model = model_name
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self.session = new_session(model_name)
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logging.basicConfig(level=logging.INFO)
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def remove_background(self, input_image: Image.Image) -> Image.Image:
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return remove(
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input_image,
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session=self.session,
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alpha_matting=True,
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alpha_matting_foreground_threshold=270,
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alpha_matting_background_threshold=20,
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alpha_matting_erode_size=11
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)
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def process_image(self, input_path: str, output_path: str) -> Tuple[bool, str]:
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try:
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with Image.open(input_path) as input_image:
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output = self.remove_background(input_image)
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if not output_path.lower().endswith('.png'):
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output_path = os.path.splitext(output_path)[0] + '.png'
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output.save(output_path, 'PNG')
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return True, "Background removed successfully"
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except Exception as e:
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logging.error(f"Error processing image: {str(e)}")
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return False, f"Error processing image: {str(e)}"
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requirements.txt
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fastapi>=0.104.0
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uvicorn[standard]>=0.24.0
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python-multipart>=0.0.6
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pillow>=10.0.0
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rembg>=2.0.50
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numpy>=1.24.0
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run.sh
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#!/bin/bash
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# Simple script to run the FastAPI app locally
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uvicorn app:app --host 0.0.0.0 --port 7860 --reload
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