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broadcast_to says where elementwise work goes; softmax checks against…
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#121:
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clone's device arm goes through a runtime hook
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#120:
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Drop the widened-view push-down
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profile: say which declines leave no row
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eager ops name themselves only once they run; layer_norm_bwd tidied
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layer_norm_bwd: the pullback in three launches
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profile: rows carry their kind, metal binds through one place
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profile: where evaluation goes, by scope, op and kernel
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metal copy_nd: the test is matches_gpu_oracle, the enum sits by where_nd
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metal: copy_nd, so a strided view clones on the device
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adam_step: device_rmw_, and the comments say what the fallback does
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adam_step reads its state up before writing it; one metal stub, not two
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adam_step is total where the layout allows it
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adam_step: the optimizer's update in one pass
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the widened push-down covers every elementwise builder
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elementwise scalars push down through a widened view
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test: the fused pullback needs a device, not just a CUDA build
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cross-entropy without a [rows, classes] intermediate
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census: one scope for what the measurement must not disturb
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auto census: measure outside the caller's defer_flush scope
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test: only a CUDA build requires the fused pullback
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attention: a fused pullback that keeps the scores in registers
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sum and mean off the last axis take the blocked kernel, not the host
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sum_to: a deep reduction gets a block per output, not a thread
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broadcast_to: widening a gradient is a view, not a materialized copy
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