Source/Packages

Learning.DataParallel

packages/learning/src/Learning/DataParallel.alpha

672 lines35 declarations28.2 KiBSHA-256 f725f80cd07f

def · lines 453–466

dataParallelLearnerIdentity

Full file
The placement-independent identity: the rule and the input sequence, not how the samples are split among owners. State saved under one split is a state of the same learner under any other split of the same sequence.
453def dataParallelLearnerIdentity =
454  (lambda unrestricted contribution : Nat .
455    (lambda unrestricted update : Nat .
456      (lambda unrestricted system : (family DataParallelSystem contribution update) .
457        (let unrestricted samples =
458          (dataParallelAllSamples contribution update system)
459          in
460          (bytes-append
461            b"alpha-data-parallel-learner-v1;"
462            (bytes-append
463              (dataParallelRuleIdentity contribution update system)
464              (bytes-append
465                (pointwiseIdentityWord (stdListLength (family StdList StdU64) samples))
466                (dataParallelSamplesIdentity samples))))))))

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