Gpu

Overview Choosing the right GPU cloud can save thousands of dollars. This guide compares pricing, availability, and features across providers. Provider Comparison Provider RTX 4090/hr A100 80GB/hr H100/hr Min Billing Vast.ai $0.30-0.50 $1.50-2.00 $2.50-3.50 Per second RunPod $0.44 $1.89 $3.89 Per second Lambda Labs $0.50 $1.99 $3.99 Per hour AWS N/A $4.10 $5.67 Per second GCP N/A $3.67 $4.76 Per second Azure N/A $3.40 $4.50 Per second Vast.ai Best for: Budget training, spot instances ...

Overview Docker containers ensure your ML application runs identically everywhere. This guide covers containerization best practices for ML workloads. Basic Dockerfile FROM python:3.11-slim WORKDIR /app # Install dependencies first (cached layer) COPY requirements.txt . RUN pip install --no-cache-dir -r requirements.txt # Copy application code COPY . . EXPOSE 8000 CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000"] Multi-Stage Build Reduce image size by separating build and runtime: # Build stage FROM python:3.11 AS builder WORKDIR /app COPY requirements.txt . RUN pip install --user --no-cache-dir -r requirements.txt # Runtime stage FROM python:3.11-slim WORKDIR /app COPY --from=builder /root/.local /root/.local COPY . . ENV PATH=/root/.local/bin:$PATH CMD ["python", "main.py"] GPU Support FROM nvidia/cuda:12.1-runtime-ubuntu22.04 RUN apt-get update && apt-get install -y python3 python3-pip WORKDIR /app COPY requirements.txt . RUN pip3 install --no-cache-dir -r requirements.txt COPY . . CMD ["python3", "train.py"] Run with GPU: ...