[XPU] support kernel for mtp(base) (#4748)

* [XPU] support kernel for mtp(base)

* [XPU] support kernel for mtp(base)

* format

* format

* format

* fix gather next token

* fix step && add test

* fix

* mv pre/post process

* add adjust batch / gather next token for mtp

* fix code style

* fix mtp kenrel name

* fix mtp kernel test

* mv xpu pre/post process

* mv xpu pre/post process
This commit is contained in:
cmcamdy
2025-11-27 15:05:44 +08:00
committed by GitHub
parent e63d715fc3
commit 5a67a6d960
32 changed files with 3618 additions and 972 deletions
@@ -75,6 +75,48 @@ DLL_EXPORT int get_padding_offset(Context* ctx,
const int max_seq_len,
const int bs);
DLL_EXPORT int speculate_get_padding_offset(Context* ctx,
int* batch_id_per_token,
int* cum_offsets_out,
int* cu_seqlens_q,
int* cu_seqlens_k,
const int* cum_offsets,
const int* seq_lens,
const int max_seq_len,
int bsz);
DLL_EXPORT int draft_model_preprocess(api::Context* ctx,
int64_t* draft_tokens,
int64_t* input_ids,
bool* stop_flags,
int* seq_lens_this_time,
int* seq_lens_encoder,
int* seq_lens_decoder,
int64_t* step_idx,
bool* not_need_stop,
bool* is_block_step,
bool* batch_drop,
int64_t* pre_ids,
const int64_t* accept_tokens,
const int* accept_num,
const int* base_model_seq_lens_this_time,
const int* base_model_seq_lens_encoder,
const int* base_model_seq_lens_decoder,
const int64_t* base_model_step_idx,
const bool* base_model_stop_flags,
const bool* base_model_is_block_step,
int64_t* base_model_draft_tokens,
const int bsz,
const int num_model_step,
const int accept_tokens_len,
const int draft_tokens_len,
const int input_ids_len,
const int base_model_draft_tokens_len,
const int pre_ids_len,
const bool truncate_first_token,
const bool splitwise_prefill,
const bool kvcache_scheduler_v1);
DLL_EXPORT int update_inputs(Context* ctx,
bool* not_need_stop,
int* seq_lens_this_time,
@@ -111,6 +153,31 @@ DLL_EXPORT int free_and_dispatch_block(Context* ctx,
const int block_num_per_seq,
const int max_decoder_block_num);
DLL_EXPORT int speculate_free_and_dispatch_block(
Context* ctx,
bool* stop_flags,
int* seq_lens_this_time,
int* seq_lens_decoder,
int* block_tables,
int* encoder_block_lens,
bool* is_block_step,
int* step_block_list, // [bsz]
int* step_len,
int* recover_block_list,
int* recover_len,
int* need_block_list,
int* need_block_len,
int* used_list_len,
int* free_list,
int* free_list_len,
int64_t* first_token_ids,
int* accept_num,
const int bsz,
const int block_size,
const int block_num_per_seq,
const int max_decoder_block_num,
const int max_draft_tokens);
DLL_EXPORT int recover_block(Context* ctx,
int* recover_block_list, // [bsz]
int* recover_len,
@@ -134,6 +201,29 @@ DLL_EXPORT int recover_block(Context* ctx,
const int length,
const int pre_id_length);
DLL_EXPORT int speculate_recover_block(Context* ctx,
int* recover_block_list, // [bsz]
int* recover_len,
bool* stop_flags,
int* seq_lens_this_time,
const int* ori_seq_lens_encoder,
int* seq_lens_encoder,
const int* seq_lens_decoder,
int* block_tables,
int* free_list,
int* free_list_len,
int64_t* input_ids,
const int64_t* pre_ids,
const int64_t* step_idx,
const int* encoder_block_lens,
const int* used_list_len,
const int64_t* next_tokens,
const int64_t* first_token_ids,
const int bsz,
const int block_num_per_seq,
const int length,
const int pre_id_length);
DLL_EXPORT int recover_decode_task(Context* ctx,
bool* stop_flags,
int* seq_lens_this_time,
@@ -172,6 +262,7 @@ DLL_EXPORT int eb_adjust_batch(
const TX* x,
TY* y,
VectorParam<int32_t>& encoder_seqs_lods, // NOLINT
VectorParam<int32_t>& decoder_seqs_lods, // NOLINT
VectorParam<int32_t>& encoder_batch_map, // NOLINT
VectorParam<int32_t>& decoder_batch_map, // NOLINT
int64_t hidden_dim);
@@ -186,6 +277,17 @@ DLL_EXPORT int eb_gather_next_token(
VectorParam<int32_t>& decoder_batch_map, // NOLINT
int64_t hidden_dim);
template <typename TX, typename TY>
DLL_EXPORT int eb_mtp_gather_next_token(
Context* ctx,
const TX* x,
TY* y,
VectorParam<int32_t>& encoder_seqs_lods, // NOLINT
VectorParam<int32_t>& decoder_seqs_lods, // NOLINT
VectorParam<int32_t>& encoder_batch_map, // NOLINT
VectorParam<int32_t>& decoder_batch_map, // NOLINT
int64_t hidden_dim);
template <typename TX, typename TSCALE = float, typename TY = int8_t>
DLL_EXPORT int quant2d_per_channel(api::Context* ctx,
const TX* x,
@@ -305,7 +407,8 @@ DLL_EXPORT int speculate_verify(Context* ctx,
const int max_seq_len,
const int max_candidate_len,
const int verify_window,
const bool prefill_one_step_stop);
const bool prefill_one_step_stop,
const bool benchmark_mode);
DLL_EXPORT int speculate_clear_accept_nums(Context* ctx,
int* accept_num,
@@ -342,35 +445,6 @@ DLL_EXPORT int draft_model_update(Context* ctx,
const int substep,
const bool prefill_one_step_stop);
DLL_EXPORT int draft_model_preprocess(api::Context* ctx,
int64_t* draft_tokens,
int64_t* input_ids,
bool* stop_flags,
int* seq_lens_this_time,
int* seq_lens_encoder,
int* seq_lens_decoder,
int64_t* step_idx,
int* seq_lens_encoder_record,
int* seq_lens_decoder_record,
bool* not_need_stop,
bool* batch_drop,
const int64_t* accept_tokens,
const int* accept_num,
const int* base_model_seq_lens_encoder,
const int* base_model_seq_lens_decoder,
const int64_t* base_model_step_idx,
const bool* base_model_stop_flags,
const bool* base_model_is_block_step,
int64_t* base_model_draft_tokens,
int real_bsz,
int max_draft_token,
int accept_tokens_len,
int draft_tokens_len,
int input_ids_len,
int base_model_draft_tokens_len,
bool truncate_first_token,
bool splitwise_prefill);
DLL_EXPORT int speculate_set_stop_value_multi_seqs(Context* ctx,
bool* stop_flags,
int64_t* accept_tokens,
@@ -411,16 +485,6 @@ DLL_EXPORT int speculate_remove_padding(Context* ctx,
int bsz,
int token_num_data);
DLL_EXPORT int speculate_get_padding_offset(Context* ctx,
int* padding_offset,
int* cum_offsets_out,
int* cu_seqlens_q,
int* cu_seqlens_k,
const int* cum_offsets,
const int* seq_lens,
const int max_seq_len,
int bsz);
DLL_EXPORT int compute_self_order(api::Context* ctx,
const int* last_seq_lens_this_time,
const int* seq_lens_this_time,