startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

workloads Credit: Siyuan FengWhere are we goingUnified Runtime For Heterogeneous Devices CUDA Driver NPU Driver Device Drivers External Runtimes NPUModule CUDAModule TFModule tvm::runtime::Module GetFunction(string) Simulator} compiler, driver, hardware design full stack open source Current TVM Stack VTA Runtime & JIT CompilerTSIM: Support for Future Hardware Current TVM Stack New NPU Runtime TSIM Driver TSIM Binary

Sheet ($B) – 2014-2024, per Capital IQ115 Tech CapEx Spend Driver = Compute Spend to Train & Run AI Models116 Tech CapEx Spend Driver = Compute Spend to Train & Run Models To understand the evolution Khosrowshahi, Fast forward 15, 20 years, I think that the autonomous driver is going to be a better driver than the human driver. They will have trained on lifetimes of driving that no person can, they’re

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom:

startup with the -L flag, and a driver script can be used to drive the computation: julia -p -L file1.jl -L file2.jl driver.jl The Julia process running the driver script in the example above has • :all_to_all, the default: all workers are connected to each other. • :master_worker: only the driver process, i.e. pid 1, has connections to the workers. • :custom: the launch method of the cluster topology=:all_to_all: All processes are connected to each other. The default. – topology=:master_worker: Only the driver process, i.e. pid 1 connects to the workers. The workers do not connect to each other. – topology=:custom: