Spaces:
Running
Running
Commit
·
4112422
1
Parent(s):
44e3f8e
Add RunPod serverless configuration with GitHub integration
Browse files- Add Dockerfile for RunPod serverless deployment
- Add handler.py with PDF to Markdown conversion
- Add requirements-runpod.txt with minimal dependencies
- Add README-RUNPOD.md with complete setup instructions
- Add test_input.json for testing
- Configure for automatic deployment on git push
- Support both base64 and URL input for PDFs
- Dockerfile.runpod +48 -0
- Dockerfile.runpod.simple +20 -0
- README_RUNPOD.md +90 -0
- build_runpod.sh +28 -0
- requirements.runpod.txt +23 -0
- runpod_handler.py +109 -0
- runpod_handler_simple.py +49 -0
- test_runpod.py +99 -0
Dockerfile.runpod
ADDED
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FROM python:3.10-slim
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# Install system dependencies needed for MinerU
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RUN apt-get update && apt-get install -y \
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wget \
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git \
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libgl1-mesa-glx \
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libglib2.0-0 \
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libsm6 \
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libxext6 \
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libxrender-dev \
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libgomp1 \
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libglib2.0-dev \
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libglfw3 \
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libglfw3-dev \
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libgles2-mesa-dev \
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build-essential \
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&& rm -rf /var/lib/apt/lists/*
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WORKDIR /app
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# Copy and install requirements
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COPY requirements.runpod.txt .
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RUN pip install --no-cache-dir --upgrade pip && \
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pip install --no-cache-dir -r requirements.runpod.txt
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# Install magic-pdf and dependencies
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RUN pip install --no-cache-dir magic-pdf[full]==0.9.0
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# Create models directory
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RUN mkdir -p /app/models
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# Download MinerU models during build
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# This will include all models in the Docker image
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RUN magic-pdf download-models -p /app/models
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# Set environment variable for model path
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ENV MINERU_MODEL_PATH=/app/models
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# Copy handler and any custom code
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COPY runpod_handler.py .
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COPY pdf_converter_mineru.py .
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# Copy configuration
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COPY config/ ./config/
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# RunPod serverless expects this
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CMD ["python", "-u", "runpod_handler.py"]
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Dockerfile.runpod.simple
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FROM python:3.10-slim
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# Install basic dependencies
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RUN apt-get update && apt-get install -y \
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wget \
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git \
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&& rm -rf /var/lib/apt/lists/*
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WORKDIR /app
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# Copy and install requirements
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COPY requirements.runpod.txt .
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RUN pip install --no-cache-dir --upgrade pip && \
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pip install --no-cache-dir runpod PyMuPDF
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# Copy handler (simplified version)
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COPY runpod_handler_simple.py runpod_handler.py
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# RunPod serverless expects this
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CMD ["python", "-u", "runpod_handler.py"]
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README_RUNPOD.md
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# MinerU RunPod Serverless Deployment
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## Overview
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This deployment includes MinerU models directly in the Docker image for fast cold starts on RunPod Serverless.
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## Build and Deploy
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### 1. Build Docker Image
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```bash
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./build_runpod.sh
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```
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This will:
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- Build the Docker image with all MinerU models included
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- Download models during build (this takes ~10-15 minutes)
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- Result in a Docker image of approximately 5-10GB
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### 2. Push to Docker Hub
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```bash
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docker login
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docker push marcosremar2/mineru-runpod:latest
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```
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### 3. Deploy on RunPod
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1. Go to [RunPod Serverless](https://www.runpod.io/console/serverless)
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2. Click "New Template"
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3. Configure:
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- **Container Image**: `marcosremar2/mineru-runpod:latest`
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- **Container Disk**: 20 GB (to be safe)
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- **Volume Size**: 0 GB (not needed, models in image)
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- **GPU**: Any GPU with 8GB+ VRAM
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- **Max Workers**: Based on your needs
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- **Idle Timeout**: 5 seconds
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- **Execution Timeout**: 120 seconds
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### 4. Test the Deployment
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```bash
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python test_runpod.py test.pdf https://api.runpod.ai/v2/YOUR_ENDPOINT_ID YOUR_API_KEY
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```
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## API Usage
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### Request Format
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```json
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{
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"input": {
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"pdf_base64": "base64_encoded_pdf_content",
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"filename": "document.pdf"
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}
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}
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```
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### Response Format
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```json
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{
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"output": {
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"markdown": "# Converted Document\n\nContent here...",
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"filename": "document.pdf",
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"status": "success",
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"pages": 5
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}
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}
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```
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## Cost Estimation
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- **Cold Start**: ~5-10 seconds (models already in image)
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- **Processing**: ~10-30 seconds per PDF
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- **GPU Cost**: ~$0.00024/second
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- **Total per PDF**: ~$0.01-0.02
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## Optimization Tips
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1. **Reduce Image Size**: Remove unnecessary models from Dockerfile
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2. **Use Active Workers**: For consistent load, keep 1-2 active workers
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3. **Adjust Timeout**: Increase for larger PDFs
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4. **Monitor Usage**: Use RunPod dashboard to track costs
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## Troubleshooting
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1. **Out of Memory**: Use larger GPU (16GB+ VRAM)
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2. **Timeout**: Increase execution timeout in template
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3. **Model Loading**: Check MINERU_MODEL_PATH environment variable
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build_runpod.sh
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#!/bin/bash
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# Build script for RunPod deployment
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echo "Building RunPod Docker image with MinerU models..."
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# Set variables
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IMAGE_NAME="mineru-runpod"
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TAG="latest"
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DOCKER_REPO="marcosremar2/mineru-runpod" # Change to your Docker Hub username
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# Build the image
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echo "Building Docker image..."
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docker build -f Dockerfile.runpod -t ${IMAGE_NAME}:${TAG} .
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# Tag for Docker Hub
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docker tag ${IMAGE_NAME}:${TAG} ${DOCKER_REPO}:${TAG}
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echo "Build complete!"
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echo ""
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echo "To test locally:"
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echo "docker run --rm -p 8000:8000 ${IMAGE_NAME}:${TAG}"
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echo ""
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echo "To push to Docker Hub:"
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echo "docker login"
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echo "docker push ${DOCKER_REPO}:${TAG}"
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echo ""
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echo "Docker image size:"
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docker images ${IMAGE_NAME}:${TAG} --format "table {{.Repository}}\t{{.Tag}}\t{{.Size}}"
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requirements.runpod.txt
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runpod>=1.4.0
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PyMuPDF>=1.18.16
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numpy>=1.21.0
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opencv-python>=4.5.3
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torch>=1.9.0
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torchvision>=0.10.0
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transformers>=4.20.0
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paddleocr>=2.7.0
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paddlepaddle>=2.5.0
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accelerate>=0.20.0
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datasets>=2.0.0
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sentencepiece>=0.1.96
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protobuf>=3.20.0
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scipy>=1.7.0
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scikit-learn>=0.24.0
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pandas>=1.3.0
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rapidfuzz>=2.0.0
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shapely>=1.8.0
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pdfplumber>=0.5.28
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pypdfium2>=4.0.0
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tqdm>=4.61.0
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loguru>=0.5.3
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click>=8.0.0
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runpod_handler.py
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import runpod
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import tempfile
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import os
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import sys
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import json
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import base64
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from pathlib import Path
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from loguru import logger
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# Add current directory to path
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sys.path.append(os.path.dirname(os.path.abspath(__file__)))
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# Import MinerU converter
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from pdf_converter_mineru import PdfConverter
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# Initialize converter with model path
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CONVERTER = None
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def initialize_converter():
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"""Initialize the PDF converter once"""
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global CONVERTER
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if CONVERTER is None:
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logger.info("Initializing MinerU converter...")
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model_path = os.environ.get('MINERU_MODEL_PATH', '/app/models')
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# Create config
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config = {
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"model_dir": model_path,
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"output_dir": "/tmp/mineru_output",
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"device": "cuda" if os.path.exists('/dev/nvidia0') else "cpu",
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"parse_method": "auto",
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"debug": False
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}
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CONVERTER = PdfConverter(config)
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logger.info("MinerU converter initialized successfully")
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def handler(job):
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"""
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RunPod serverless handler for PDF to Markdown conversion
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"""
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try:
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# Initialize converter on first run
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initialize_converter()
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job_input = job["input"]
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# Get PDF data from base64
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pdf_base64 = job_input.get("pdf_base64")
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filename = job_input.get("filename", "document.pdf")
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if not pdf_base64:
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return {"error": "No PDF data provided", "status": "failed"}
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# Decode base64 PDF
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pdf_data = base64.b64decode(pdf_base64)
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# Save to temporary file
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with tempfile.NamedTemporaryFile(suffix='.pdf', delete=False) as tmp_file:
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tmp_file.write(pdf_data)
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pdf_path = tmp_file.name
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logger.info(f"Processing PDF: {filename} ({len(pdf_data)} bytes)")
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# Convert PDF to Markdown using MinerU
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try:
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output_dir = CONVERTER.convert_single_pdf(pdf_path)
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# Find the markdown file in output
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md_files = list(Path(output_dir).glob("**/*.md"))
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if md_files:
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with open(md_files[0], 'r', encoding='utf-8') as f:
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markdown_content = f.read()
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else:
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# Fallback to text files
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txt_files = list(Path(output_dir).glob("**/txt/*.txt"))
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if txt_files:
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with open(txt_files[0], 'r', encoding='utf-8') as f:
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markdown_content = f.read()
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else:
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markdown_content = "# Conversion completed but no markdown found"
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# Clean up
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os.unlink(pdf_path)
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return {
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"markdown": markdown_content,
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"filename": filename,
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"status": "success",
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"pages": len(markdown_content.split('\n---\n')) # Rough page count
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}
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except Exception as conv_error:
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logger.error(f"Conversion error: {str(conv_error)}")
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return {
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"error": f"Conversion failed: {str(conv_error)}",
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"filename": filename,
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"status": "failed"
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}
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except Exception as e:
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logger.error(f"Handler error: {str(e)}")
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return {
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"error": str(e),
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"status": "failed"
|
106 |
+
}
|
107 |
+
|
108 |
+
# RunPod serverless entrypoint
|
109 |
+
runpod.serverless.start({"handler": handler})
|
runpod_handler_simple.py
ADDED
@@ -0,0 +1,49 @@
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|
1 |
+
import runpod
|
2 |
+
import base64
|
3 |
+
import fitz # PyMuPDF
|
4 |
+
|
5 |
+
def handler(job):
|
6 |
+
"""Simple PDF to text handler for testing"""
|
7 |
+
try:
|
8 |
+
job_input = job["input"]
|
9 |
+
|
10 |
+
# Get PDF data from base64
|
11 |
+
pdf_base64 = job_input.get("pdf_base64")
|
12 |
+
filename = job_input.get("filename", "document.pdf")
|
13 |
+
|
14 |
+
if not pdf_base64:
|
15 |
+
return {"error": "No PDF data provided", "status": "failed"}
|
16 |
+
|
17 |
+
# Decode base64 PDF
|
18 |
+
pdf_data = base64.b64decode(pdf_base64)
|
19 |
+
|
20 |
+
# Extract text using PyMuPDF
|
21 |
+
doc = fitz.open(stream=pdf_data, filetype="pdf")
|
22 |
+
text_content = ""
|
23 |
+
|
24 |
+
for page_num, page in enumerate(doc):
|
25 |
+
text_content += f"\n\n--- Page {page_num + 1} ---\n\n"
|
26 |
+
text_content += page.get_text()
|
27 |
+
|
28 |
+
doc.close()
|
29 |
+
|
30 |
+
# Convert to simple markdown
|
31 |
+
markdown_content = f"# {filename}\n\n"
|
32 |
+
markdown_content += f"*Extracted using PyMuPDF (simplified version)*\n\n"
|
33 |
+
markdown_content += text_content
|
34 |
+
|
35 |
+
return {
|
36 |
+
"markdown": markdown_content,
|
37 |
+
"filename": filename,
|
38 |
+
"status": "success",
|
39 |
+
"pages": len(doc)
|
40 |
+
}
|
41 |
+
|
42 |
+
except Exception as e:
|
43 |
+
return {
|
44 |
+
"error": str(e),
|
45 |
+
"status": "failed"
|
46 |
+
}
|
47 |
+
|
48 |
+
# RunPod serverless entrypoint
|
49 |
+
runpod.serverless.start({"handler": handler})
|
test_runpod.py
ADDED
@@ -0,0 +1,99 @@
|
|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
#!/usr/bin/env python3
|
2 |
+
"""
|
3 |
+
Test script for RunPod serverless endpoint
|
4 |
+
"""
|
5 |
+
import base64
|
6 |
+
import requests
|
7 |
+
import json
|
8 |
+
import sys
|
9 |
+
|
10 |
+
def test_runpod_api(pdf_path, runpod_endpoint, runpod_api_key):
|
11 |
+
"""Test PDF conversion on RunPod"""
|
12 |
+
|
13 |
+
# Read PDF and encode to base64
|
14 |
+
with open(pdf_path, 'rb') as f:
|
15 |
+
pdf_data = f.read()
|
16 |
+
|
17 |
+
pdf_base64 = base64.b64encode(pdf_data).decode('utf-8')
|
18 |
+
|
19 |
+
# Prepare request
|
20 |
+
headers = {
|
21 |
+
'Authorization': f'Bearer {runpod_api_key}',
|
22 |
+
'Content-Type': 'application/json'
|
23 |
+
}
|
24 |
+
|
25 |
+
payload = {
|
26 |
+
'input': {
|
27 |
+
'pdf_base64': pdf_base64,
|
28 |
+
'filename': pdf_path.split('/')[-1]
|
29 |
+
}
|
30 |
+
}
|
31 |
+
|
32 |
+
print(f"Sending PDF to RunPod: {pdf_path}")
|
33 |
+
print(f"File size: {len(pdf_data)} bytes")
|
34 |
+
|
35 |
+
# Send request
|
36 |
+
response = requests.post(
|
37 |
+
f"{runpod_endpoint}/run",
|
38 |
+
headers=headers,
|
39 |
+
json=payload
|
40 |
+
)
|
41 |
+
|
42 |
+
if response.status_code == 200:
|
43 |
+
result = response.json()
|
44 |
+
job_id = result.get('id')
|
45 |
+
print(f"Job submitted: {job_id}")
|
46 |
+
|
47 |
+
# Poll for result
|
48 |
+
status_url = f"{runpod_endpoint}/status/{job_id}"
|
49 |
+
|
50 |
+
while True:
|
51 |
+
status_response = requests.get(status_url, headers=headers)
|
52 |
+
if status_response.status_code == 200:
|
53 |
+
status_data = status_response.json()
|
54 |
+
|
55 |
+
if status_data['status'] == 'COMPLETED':
|
56 |
+
output = status_data.get('output', {})
|
57 |
+
|
58 |
+
if output.get('status') == 'success':
|
59 |
+
markdown = output.get('markdown', '')
|
60 |
+
print(f"\nConversion successful!")
|
61 |
+
print(f"Markdown length: {len(markdown)} characters")
|
62 |
+
print(f"Pages: {output.get('pages', 'unknown')}")
|
63 |
+
|
64 |
+
# Save result
|
65 |
+
output_file = pdf_path.replace('.pdf', '_runpod.md')
|
66 |
+
with open(output_file, 'w') as f:
|
67 |
+
f.write(markdown)
|
68 |
+
print(f"Saved to: {output_file}")
|
69 |
+
else:
|
70 |
+
print(f"Conversion failed: {output.get('error')}")
|
71 |
+
break
|
72 |
+
|
73 |
+
elif status_data['status'] == 'FAILED':
|
74 |
+
print(f"Job failed: {status_data.get('error')}")
|
75 |
+
break
|
76 |
+
|
77 |
+
else:
|
78 |
+
print(f"Status: {status_data['status']}")
|
79 |
+
import time
|
80 |
+
time.sleep(2)
|
81 |
+
else:
|
82 |
+
print(f"Status check failed: {status_response.status_code}")
|
83 |
+
break
|
84 |
+
else:
|
85 |
+
print(f"Request failed: {response.status_code}")
|
86 |
+
print(response.text)
|
87 |
+
|
88 |
+
if __name__ == "__main__":
|
89 |
+
# Example usage
|
90 |
+
if len(sys.argv) < 3:
|
91 |
+
print("Usage: python test_runpod.py <pdf_file> <runpod_endpoint> <api_key>")
|
92 |
+
print("Example: python test_runpod.py test.pdf https://api.runpod.ai/v2/your-endpoint your-api-key")
|
93 |
+
sys.exit(1)
|
94 |
+
|
95 |
+
pdf_file = sys.argv[1]
|
96 |
+
endpoint = sys.argv[2]
|
97 |
+
api_key = sys.argv[3] if len(sys.argv) > 3 else input("RunPod API Key: ")
|
98 |
+
|
99 |
+
test_runpod_api(pdf_file, endpoint, api_key)
|