machines, each offering local computation and storage. Rather than rely on hardware to deliver high-availability, the library itself is designed to detect and handle failures at the application layer, so delivering 把原先跑在 MapReduce 上的應用 (Hive、Pig)，搬到更適合的 Computing Framework (比方說 Tez) 19 / 74 HDFS 也變強了： High Availability 可以有多個 Namespace 可以做 Snapshot I/O 速度快 2.5-5 倍 ... 改造 HDFS -> HDFS2 20 / 74 Hadoop 2.x 架構 Mahout：Scalable Library for Machine Learning HBase：Distributed Data Storage (2010-05 成為 Top-Level Project) Pig：High Level Language for Data Analysis (2010-09 成為 Top-Level Project) Hive：Data Warehousing and SQL-Like

and Offline installation ● Private container registry support ● Latest 3 versions of k8s ● High-availability control plane ● Auto-repair Installation and Configuration $ gke-on-prem create cluster --dry-run

. . . . . . . . . . . . . . 308 25 Multi-processing and Distributed Computing 310 25.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 312 25.2 Starting and managing . . . . . . . 374 30 Embedding Julia 377 30.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 377 30.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1559 101.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1560 101.8 Julia

. . . . . . . . . . . . . . 308 25 Multi-processing and Distributed Computing 310 25.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 312 25.2 Starting and managing . . . . . . . 374 30 Embedding Julia 377 30.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 377 30.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1559 101.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1560 101.8 Julia

. . . . . . . . . . . . . . 331 26 Multi-processing and Distributed Computing 332 26.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 334 26.2 Starting and managing . . . . . . . 402 31 Embedding Julia 404 31.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 404 31.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1893 106.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1894 106.8 Julia

. . . . . . . . . . . . . . 331 26 Multi-processing and Distributed Computing 333 26.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 335 26.2 Starting and managing . . . . . . . 403 31 Embedding Julia 405 31.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 405 31.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1891 106.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1892 106.8 Julia

. . . . . . . . . . . . . . 331 26 Multi-processing and Distributed Computing 332 26.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 334 26.2 Starting and managing . . . . . . . 402 31 Embedding Julia 404 31.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 404 31.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1890 106.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1891 106.8 Julia

. . . . . . . . . . . . . . 331 26 Multi-processing and Distributed Computing 332 26.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 334 26.2 Starting and managing . . . . . . . 402 31 Embedding Julia 404 31.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 404 31.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1890 106.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1891 106.8 Julia

. . . . . . . . . . . . . . 331 26 Multi-processing and Distributed Computing 332 26.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 334 26.2 Starting and managing . . . . . . . 402 31 Embedding Julia 404 31.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 404 31.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1881 105.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1882 105.8 Julia

. . . . . . . . . . . . . . 327 26 Multi-processing and Distributed Computing 329 26.1 Code Availability and Loading Packages . . . . . . . . . . . . . . . . . . . . . . . . 331 26.2 Starting and managing . . . . . . . 398 31 Embedding Julia 400 31.1 High-Level Embedding . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 400 31.2 High-Level Embedding on Windows with Visual Studio . . Calling Conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1840 105.7 High-level Overview of the Native-Code Generation Process . . . . . . . . . . . . . . 1841 105.8 Julia