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* add test_multiprocessing_encoder with processing spawning in bash

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Take token count quantization of fused attention into consideration for CP results correction (#1396)

* fix second half lse shape
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* make pad_between_seqs check do not consider padding at the end
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* change CP THD test to make it consider 0-length sequence
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* minor change to flash func name
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* only use varlen func of flash attention while qkv_format is THD
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Correct fused attention output after each step to reduce intermediate memory use.
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the current implementation would release the output of ln, leading to an error if setting `return_layernorm_output=True`.
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* Fix SWA mask for THD and forcing seqlen_kv >= seqlen_q for SWA
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* softmax custom calls with correct encapsulates

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* fix ctx.aval_out indexing for workspace
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* Bug Fix: Use default factory for not sharing mutable default values
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