
DOCS . JAX . DEV {
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Title:
Distributed Computing in Pallas for TPUs โ JAX documentation
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Keywords {๐}
def, device, kernel, pallas, devices, semaphores, semaphore, result, numdevices, block, neighbor, data, dma, inputarr, left, communication, iteration, copy, barrier, tpu, remote, program, plwhenphase, pltpumakeasyncremotecopy, deviceidtypepltpudeviceidtypemesh, phase, outerblocksize, local, hbm, leftcopyslice, rightcopyslice, jax, input, race, xlaresult, previous, operation, neighbors, synchronization, workingslot, allreduce, vmem, blocksize, memory, kernels, call, pallasresult, outerstep, computation, jaxshardmap,
Topics {โ๏ธ}
integer-valued progress trackers high-bandwidth interchip interconnect bi-directional bandwidth optimization traditional multi-core programming bi-directional communication strategy require high-bandwidth communication perform hbm-hbm transfers matrix multiplication requires distributed matrix multiplication double-buffered construction works bi-directional reduce-scatter compilation exporting internal routing mechanism bi-directional communication barrier semaphores double-buffering local hbm-vmem copy large hbm blocks vmem-friendly block size debugging pallas import tpu remote copy finishes block-sparse computation local hbm bandwidth advanced techniques synchronization performant distributed kernels code snippet demonstrates code skeleton demonstrates remote dma primitive remote dma instructions hbm-vmem transfers remote dmas incorrectly simple neural network jax import numpy discusses race conditions generations v4/v5 bandwidth-intensive operations constructing nested pipelines generate nested pipelines additional run-ahead 0535587e-08 run-ahead ๏ฟฝdouble-bufferedโ strategy require special handling simplify communication patterns complex communication patterns remote dma operations failure modes previously computed values buggy dma usage experimental import pallas detail worth mentioning
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