[Framework] Continuous Batching Support #357
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pujiang2018
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…>DecoderLayer->Attention/MLP) (#375)
* [Common] Add sequenceMeta, sequenceGroup and sequenecePool. (#343) * merge batchSize and seqLen into one in TokenEembedding * merge batchSize and seqLen into one in TokenEembedding (#350) * [Common] Move Martix into xft namespace. (#351) * remove unsed function in DecoderLayer * [Layer] Remove unused functions in Decoder layer (#353) * fix compile error of embeddingForward * [Model] Fix compile error of embeddingForward in YaRNLlama (#358) * [Common] Add sampling params into group seq. (#356) * remove DecoderContext in computeSoftmax * [Util] Remove DecoderContext in computeSoftmax (#362) * [Common] Refactor sequence.h. (#363) * [kernels] refactor flash attention for continuous batching (#361) * [models] Add attnMeta for continuous batching (#364) * [Layers] fix build error (#365) * [Model] add interface for seq meta. (#366) * refactor resize function in DecoderContext to support CB, and qkScores member removed * [Common] Modify resize() in DecoderContext to support (#367) * add some code to CommonDecoder::forward() * SequenceMeta refactor * [Model] New CommonDecoder::forward impl. skeleton (#369) * new KVCacheMgr supporting CB * fix typo & set default prefixId to -1 in addSequence() * [Common] New KVCacheMgr to support CB (#371) * [Sampling] Add repetition penalty for new seq type. (#373) * New foward to support CB (CommonDecoder->DecoderBlock->DecoderLayer->Attention/MLP) * add todo * [Sampling] Add greedy search for cb path. (#376) * logic issue fix * code fix to make new forward work * add maxSeqLen limitation * cross attention impl. for CB * DecoderContext::resize fix * correct the output of the new forward * add cb_check * fix incorrect buffer size calculation * 2 sequences -> 3 sequences * better method to prepare KV cache --------- Co-authored-by: Changqing Li <changqing.li@intel.com> Co-authored-by: Duyi-Wang <duyi.wang@intel.com> Co-authored-by: Meng,Chen <chen.meng@intel.com>
pujiang2018
changed the title
Duyi-Wang
approved these changes
May 15, 2024
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