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https://github.com/deepseek-ai/FlashMLA
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* Fix benchmark script * Performance optimization for compute-bound cases * Add new testcase (s_k = 16384) * Update README.md * Update comment * Update README.md * Add the deep-dive blog * Add background color for MLA Kernel Sched.drawio.svg * Use relative path for the schedule image * Move flash_mla.h to kernels/params.h
59 lines
1.7 KiB
C
59 lines
1.7 KiB
C
#pragma once
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////////////////////////////////////////////////////////////////////////////////////////////////////
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struct Flash_fwd_mla_params {
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using index_t = int64_t;
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int b; // batch size
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int s_q;
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int q_seq_per_hk; // The number of q(s) per KV head, = h_q / h_k * s_q
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int d, d_v; // K/V dimension
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int h_q, h_k; // The number of Q/K heads
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int num_blocks; // Number of blocks in total
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int q_head_per_hk; // The number of q_head(s) per KV head, = h_q / h_k
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bool is_causal;
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float scale_softmax, scale_softmax_log2;
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void *__restrict__ q_ptr;
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void *__restrict__ k_ptr;
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void *__restrict__ o_ptr;
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void *__restrict__ softmax_lse_ptr;
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index_t q_batch_stride;
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index_t k_batch_stride;
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index_t o_batch_stride;
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index_t q_row_stride;
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index_t k_row_stride;
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index_t o_row_stride;
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index_t q_head_stride;
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index_t k_head_stride;
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index_t o_head_stride;
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int *__restrict__ block_table;
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index_t block_table_batch_stride;
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int page_block_size;
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int *__restrict__ seqlens_k_ptr;
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int *__restrict__ tile_scheduler_metadata_ptr;
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int num_sm_parts;
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int *__restrict__ num_splits_ptr;
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int total_num_splits;
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void *__restrict__ softmax_lseaccum_ptr;
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void *__restrict__ oaccum_ptr;
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};
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static constexpr int TileSchedulerMetaDataSize = 8;
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// [begin_idx, begin_seqlen, end_idx, end_seqlen, begin_n_split_idx, _, _, _]
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struct Mla_metadata_params {
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int *__restrict__ seqlens_k_ptr;
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int *__restrict__ tile_scheduler_metadata_ptr;
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int *__restrict__ num_splits_ptr;
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int batch_size;
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int block_size_n;
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int fixed_overhead_num_blocks;
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int num_sm_parts;
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};
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