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Industry Leaders Choose 4Paradigm

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Advantages

  • Full lifecycle coverage

    Get deep insights into behavior data, feedback data, model training and application launch across the entire AI learning cycle to optimize computing, network, storage, resource scheduling and others.

  • Hardcore AI technology

    Self-developed infrastructure technologies enable the AI-oriented computing, storage, and communication; high-performance AI computing architecture supports trillion-dimensional feature processing.

  • Lower computing cost

    Reduce the total cost of ownership; 4Paradigm SageOne costs just 1/10 of Google AutoML to handle image classification.

Highlights

  • High-performance server configuration

    Intel® Optane DC Persistent Memory (DCPMM).

    2nd Gen Intel® Xeon® Scalable Processor.

    Up to 28-core 56-thread per CPU; Intel® Turbo Boost Technology 2.0, with processor frequency up to 4.4GHz, meeting the performance requirements for feature engineering, model training, model estimation, etc.

  • FE process acceleration

    Improve compression efficiency of data-to-disk in the FE process.

    Adopt ATX+pz compression instead of CPU+gzip compression, enhancing performance by 10 times.

  • GBDT model training acceleration (FlashGBM)

    Speed up GBDT model training.

    Adopt automatic parameter tuning technology to automatically optimize the model training hyperparameters.

    Up to 19x higher speed with ATX+FlashGBM vs CPU+GBM default parameters.

    Up to 2.9x higher speed with ATX+FlashGBM vs CPU+GBM manual tuning.

  • 100GE network acceleration

    Adopt 100GE/RoCE network and corresponding configuration code to enable remote direct memory access (RDMA) via ethernet, and reduce CPU usage during bulk data transfer, eliminating network I/O bottlenecks in the AI process.

  • High-performance storage tuning

    4Paradigm Sage software customized to work with high-performance SSD for improved feature processing, data-to-disk, etc.

    Components such as Spark upgraded and optimized based on the standard 4Paradigm Sage software.

  • All-in-one delivery

    Provide full-process delivery services from server, network equipment, to software deployment and functional test. Deliver a one-stop solution for hardware preparation, network configuration, resource planning, component compatibility and software deployment to accelerate the overall project cycle.

  • Horizontal scalability

    Allow for horizontal linear scaling to expand or contract cluster size flexibly as needed

  • Cluster-based management and operation

    Enable centralized and unified management of all-in-one clusters to allow real-time global monitoring and operation via a single interface.

Models and Features

Business Scenarios

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    Precision marketing

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    Sales forecast

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    Anti-fraud and risk management

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    Anti-money laundering