計算效率

  • Modal is a high-performance serverless cloud platform for developers.
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    What is Modal?
    Modal is a next-generation serverless platform designed for AI, data science, and machine learning teams. It facilitates the running of generative AI models, large-scale batch jobs, job queues, and much more. With Modal, developers can bring their own code, run it in the cloud without concerning themselves with infrastructure, and scale production workloads efficiently using thousands of CPUs and GPUs. Modal provides an effortless setup and integration for a high-performance computational environment, helping teams to innovate and develop faster with lower costs.
    Modal Core Features
    • Serverless environment
    • Generative AI model support
    • Batch job processing
    • Job queues
    • Scalable compute resources
    Modal Pro & Cons

    The Pros

    Seamless autoscaling for ML inference and compute jobs without managing infrastructure.
    Supports high-performance GPUs such as NVIDIA A100, H100 enabling powerful compute capabilities.
    Flexible environment with support for custom Docker images or Python-based builds.
    Built-in job scheduling, data storage, web endpoint deployment, and debugging tools.
    Serverless pricing model paying only for compute actually consumed.
    Extensive documentation and example projects facilitate ease of use.
    Free tier with $30 of compute credits per month.
    Support for real-time and batch processing workloads.

    The Cons

    No explicit open source repository found, limiting transparency and customization.
    No direct mobile app presence on Google Play or Apple App Store.
    Lack of explicit pricing granularity on the homepage may require deeper investigation.
    Community engagement primarily through Slack rather than more popular platforms like Discord or Telegram.
    Modal Pricing
    Has free planYES
    Free trial details$30 / month free credits
    Pricing modelPay-as-you-go
    Is credit card requiredNo
    Has lifetime planNo
    Billing frequencyPer second

    Details of Pricing Plan

    Starter

    0 USD
    • $30 / month free credits
    • 3 workspace seats included
    • 100 containers + 10 GPU concurrency
    • Crons and web endpoints (limited)
    • Real-time metrics and logs
    • Region selection

    Team

    250 USD
    • $100 / month free credits
    • Unlimited seats
    • 1000 containers + 50 GPU concurrency
    • Unlimited crons and web endpoints
    • Custom domains
    • Static IP proxy
    • Deployment rollbacks

    Enterprise

    Custom USD
    • Volume-based pricing
    • Unlimited seats
    • Custom GPU concurrency
    • Support via private Slack
    • Personalized integration help
    • Audit logs, Okta SSO, and HIPAA
    For the latest prices, please visit: https://modal.com/pricing
  • Nevermined empowers seamless digital ecosystem building with innovative data and AI solutions.
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    What is Nevermined?
    Nevermined offers a digital ecosystem-building solution that provides capabilities to create bespoke networks for various entities to interact. The platform employs smart contracts for access control and in-situ computation, allowing compute and data to move efficiently. This comprehensive solution includes built-in provenance, enabling efficient data and AI management. It supports transforming data and AI into monetizable assets, lowering entry barriers, and incentivizing collaboration in competitive environments.
  • Cerebras AI Agent accelerates deep learning training with cutting-edge AI hardware.
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    What is Cerebras AI Agent?
    Cerebras AI Agent leverages the unique architecture of the Cerebras Wafer Scale Engine to expedite deep learning model training. It provides unparalleled performance by enabling the training of deep neural networks with high speed and substantial data throughput, transforming research into tangible results. Its capabilities help organizations manage large-scale AI projects efficiently, ensuring researchers can focus on innovation rather than hardware limitations.
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