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[bucketing overhaul 1/n] Add padding-aware scheduling and option to limit prefill batch size #394
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kzawora-intel
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Oct 17, 2024
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[bucketing overhaul 1/n] Add padding-aware scheduling and option to limit prefill batch size #394
kzawora-intel
merged 5 commits into
habana_main
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private/kzawora/padding_aware_scheduling
Oct 17, 2024
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kdamaszk
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Oct 15, 2024
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Add padding-aware scheduling and option to limit prefill batch size
[bucketing overhaul 1/n] Add padding-aware scheduling and option to limit prefill batch size
Oct 15, 2024
kdamaszk
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LGTM
madamczykhabana
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Oct 17, 2024
xuechendi
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Oct 23, 2024
…ion to limit prefill batch size (HabanaAI#394)" This reverts commit 05bcdf5.
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This PR adds following functionality that can be enabled via engine flags:
max_num_prefill_seqs
. If unset, max prefill batch size will bemax_num_seqs
.Both features are generic and do not require HPU, although they may be specialized for particular vendor's usage. Padding aware scheduling includes padding function selector which selects HPU padding function (considering currently used HPU buckets) if current device is HPU. Otherwise, it will take a product of batch_size x max_seq_len.