Polter

Protection des charges de travail dans le cloud

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This system automatically packages and distributes computational tasks across a lab's unused hardware resources, enabling researchers to perform hundreds of experiments in parallel without relying on costly cloud infrastructure. Its key features include seamless integration with existing codebases, automatic workload distribution, efficient utilization of idle compute power during off-hours, real-time monitoring through an intuitive dashboard, and ensuring data security within the organization's network; it helps research teams accelerate experimental workflows, optimize hyperparameters, run large-scale simulations, process extensive datasets, and conduct validation studies. It is designed for scientific researchers, data scientists, and academic institutions seeking to improve computational efficiency, reduce costs, and hasten experimental cycles without the need for complex infrastructure setup or extensive coding modifications.

Polter se trouve dans Cloud Workload Protection catégories.

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Détails

Principales caractéristiques de Polter

• Easy Setup
  Getting started takes just a few minutes with simple installation.
• Code Packaging
  Polter automatically packages your code and dependencies so you can run experiments easily.
• Code Submission
  Point Polter to your code, and it automatically handles setup and dependencies.
• Machine Connection
  Install a small agent on your lab’s computers to use their idle resources.
• Secure and Private
  Your code and data stay inside your organization's network, with no cloud needed.
• Parallel Experiments
  You can run hundreds of experiments at the same time across many computers.
• Real-time Monitoring
  You can see how experiments are going and check resource use from one dashboard.
• Experiment Management
  Polter distributes experiments, tracks progress, and gathers results for you.
• Hyperparameter Sweeps
  Run many training configurations at once to find the best settings.
• Resource Optimization
  Polter uses idle computer resources during off-hours to save costs.
• No Code Changes Needed
  Polter works with your existing code without needing any changes or rewrites.
• Monte Carlo Simulations
  Run large batches of simulations together for statistical analysis.
• Cross-Validation Studies
  Run validation tests to improve your machine learning models.
• Data Processing Pipelines
  Speed up working with big datasets across multiple machines.
• Suitable for Research Teams
  It is designed to help research teams efficiently run many experiments.
• Multiple Experiments at Once
  You can run many experiments at the same time to save time.
• Automatic Workload Distribution
  It automatically spreads your work across all available machines in your lab.

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Technologies utilisées

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