#pragma once //////////////////////////////////////////////////////////////////////////////////////////////////// struct Flash_fwd_mla_params { using index_t = int64_t; int b, seqlen_q, d, d_v; int h, h_h_k_ratio, ngroups; bool is_causal; float scale_softmax, scale_softmax_log2; int *__restrict__ cu_seqlens_k; void *__restrict__ q_ptr; void *__restrict__ q_nope_ptr; void *__restrict__ q_pe_ptr; void *__restrict__ k_ptr; void *__restrict__ v_ptr; void *__restrict__ o_ptr; void *__restrict__ softmax_lse_ptr; index_t q_batch_stride; index_t q_nope_batch_stride; index_t q_pe_batch_stride; index_t k_batch_stride; index_t v_batch_stride; index_t o_batch_stride; index_t q_row_stride; index_t q_nope_row_stride; index_t q_pe_row_stride; index_t k_row_stride; index_t v_row_stride; index_t o_row_stride; index_t q_head_stride; index_t q_nope_head_stride; index_t q_pe_head_stride; index_t k_head_stride; index_t v_head_stride; index_t o_head_stride; int *__restrict__ block_table; index_t block_table_batch_stride; int page_block_size; int *__restrict__ tile_scheduler_metadata_ptr; int num_sm_parts; int *__restrict__ num_splits_ptr; void *__restrict__ softmax_lseaccum_ptr; void *__restrict__ oaccum_ptr; void *__restrict__ k_scale_ptr; float * __restrict__ descale_q_ptr ; float * __restrict__ descale_k_ptr ; }; struct SparsePrefillParams { int s_q, s_kv, h_q, h_kv, d_qk, d_v, topk; float sm_scale, sm_scale_div_log2; // Input tensors void* __restrict__ q; // [s_q, h_q, d_qk] void* __restrict__ kv; // [s_kv, h_kv, d_qk] void* __restrict__ indices; // [s_q, h_kv, topk] int stride_q_s_q; int stride_q_h_q; int stride_kv_s_kv; int stride_kv_h_kv; int stride_indices_s_q; int stride_indices_h_kv; // Output tensors void* __restrict__ out; // [s_q, h_q, d_v] void* __restrict__ max_logits; // [s_q, h_q] void* __restrict__ lse; // [s_q, h_q] // cudaStream_t stream; }; static constexpr int TileSchedulerMetaDataSize = 8; // [begin_idx, begin_seqlen, end_idx, end_seqlen, begin_n_split_idx, _, _, _] //////////////////////////////////////////////////////////////////////////////////////////////////// template void run_mha_fwd_splitkv_mla(Flash_fwd_mla_params ¶ms, const std::string& kv_cache_dtype, hipStream_t stream, bool is_q_nope_pe = false); template void run_mha_fwd_splitkv_mla_fp8(Flash_fwd_mla_params ¶ms,hipStream_t stream, bool is_with_cat); template void run_mha_fwd_sparse_prefill(const SparsePrefillParams ¶ms, hipStream_t stream); struct Mla_metadata_params { int *__restrict__ seqlens_k_ptr; int *__restrict__ tile_scheduler_metadata_ptr; int *__restrict__ num_splits_ptr; int batch_size; int block_size_n; int fixed_overhead_num_blocks; int num_sm_parts; }; void get_mla_metadata_func(Mla_metadata_params ¶ms, cudaStream_t stream); enum class Fp8KVCacheDataType { kAuto = 0, kFp8E4M3 = 1, kFp8E5M2 = 2, kInt8 = 3, }; static inline bool get_env_(const char *env_var) { if (char *value = std::getenv(env_var)) { if (strcmp(value, "0") == 0) { return false; } return true; } return false; } struct GetDecodingMetadataParams { int *__restrict__ seqlens_k_ptr; int *__restrict__ tile_scheduler_metadata_ptr; int *__restrict__ num_splits_ptr; int batch_size; int block_size_n; int fixed_overhead_num_blocks; int num_sm_parts; int topk; }; void run_get_mla_metadata_kernel(GetDecodingMetadataParams ¶ms, cudaStream_t stream); struct DecodingParams { using index_t = int64_t; int b; // batch size int s_q; int q_seq_per_hk; // The number of q(s) per KV head, = h_q / h_k * s_q int d, d_v; // K/V dimension int h_q, h_k; // The number of Q/K heads int num_blocks; // Number of blocks in total int q_head_per_hk; // The number of q_head(s) per KV head, = h_q / h_k bool is_causal; float scale_softmax, scale_softmax_log2; int topk; void *__restrict__ q_ptr; void *__restrict__ k_ptr; void *__restrict__ o_ptr; void *__restrict__ softmax_lse_ptr; int *__restrict__ indices_ptr; index_t q_batch_stride; index_t k_batch_stride; index_t o_batch_stride; index_t q_row_stride; index_t k_row_stride; index_t o_row_stride; index_t q_head_stride; index_t k_head_stride; index_t o_head_stride; index_t indices_batch_stride; index_t indices_row_stride; int *__restrict__ block_table; index_t block_table_batch_stride; int page_block_size; int *__restrict__ seqlens_k_ptr; int *__restrict__ tile_scheduler_metadata_ptr; int num_sm_parts; int *__restrict__ num_splits_ptr; int total_num_splits; void *__restrict__ softmax_lseaccum_ptr; void *__restrict__ oaccum_ptr; }; template void run_flash_splitkv_sparse_mla_kernel(const DecodingParams ¶ms, cudaStream_t stream);