// Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "helper.h" template __global__ void speculate_update_v3(int *seq_lens_encoder, int *seq_lens_decoder, bool *not_need_stop, int64_t *draft_tokens, int *actual_draft_token_nums, const int64_t *accept_tokens, const int *accept_num, const bool *stop_flags, const int *seq_lens_this_time, const bool *is_block_step, const int64_t *stop_nums, const int real_bsz, const int max_bsz, const int max_draft_tokens) { const int bid = threadIdx.x; const int accept_num_now = accept_num[bid]; int stop_flag_now_int = 0; if (!(is_block_step[bid] || bid >= real_bsz)) { if (stop_flags[bid]) { stop_flag_now_int = 1; } if (seq_lens_encoder[bid] == 0) { seq_lens_decoder[bid] += accept_num_now; } if (seq_lens_this_time[bid] > 1 && seq_lens_encoder[bid] == 0) { // 对于append模式,需要根据接收与否确定是否要降低下次draft // token的数量 auto current_actual_draft_token_num = actual_draft_token_nums[bid]; if (accept_num_now - 1 == current_actual_draft_token_num) { if (current_actual_draft_token_num + 2 <= max_draft_tokens - 1) { actual_draft_token_nums[bid] = current_actual_draft_token_num + 2; } else if (current_actual_draft_token_num + 1 <= max_draft_tokens - 1) { actual_draft_token_nums[bid] = current_actual_draft_token_num + 1; } else { actual_draft_token_nums[bid] = max_draft_tokens - 1; } } else { actual_draft_token_nums[bid] = actual_draft_token_nums[bid] - 1 >= 1 ? actual_draft_token_nums[bid] - 1 : 1; } } if (seq_lens_encoder[bid] != 0) { seq_lens_decoder[bid] += seq_lens_encoder[bid]; seq_lens_encoder[bid] = 0; } draft_tokens[bid * max_draft_tokens] = accept_tokens[bid * max_draft_tokens + accept_num_now - 1]; if (stop_flag_now_int) { seq_lens_decoder[bid] = 0; } } else if (bid >= real_bsz && bid < max_bsz) { stop_flag_now_int = 1; } __syncthreads(); typedef cub::BlockReduce BlockReduce; __shared__ typename BlockReduce::TempStorage temp_storage; // printf("stop_flag_now_int %d \n", stop_flag_now_int); int64_t stop_sum = BlockReduce(temp_storage).Sum(stop_flag_now_int); if (threadIdx.x == 0) { // printf("stop_sum %d \n", stop_sum); not_need_stop[0] = stop_sum < stop_nums[0]; } } void SpeculateUpdateV3(const paddle::Tensor &seq_lens_encoder, const paddle::Tensor &seq_lens_decoder, const paddle::Tensor ¬_need_stop, const paddle::Tensor &draft_tokens, const paddle::Tensor &actual_draft_token_nums, const paddle::Tensor &accept_tokens, const paddle::Tensor &accept_num, const paddle::Tensor &stop_flags, const paddle::Tensor &seq_lens_this_time, const paddle::Tensor &is_block_step, const paddle::Tensor &stop_nums) { const int real_bsz = seq_lens_this_time.shape()[0]; const int max_bsz = stop_flags.shape()[0]; auto max_draft_tokens = draft_tokens.shape()[1]; constexpr int BlockSize = 512; auto not_need_stop_gpu = not_need_stop.copy_to(stop_flags.place(), false); speculate_update_v3<<<1, BlockSize, 0, accept_tokens.stream()>>>( const_cast(seq_lens_encoder.data()), const_cast(seq_lens_decoder.data()), const_cast(not_need_stop_gpu.data()), const_cast(draft_tokens.data()), const_cast(actual_draft_token_nums.data()), accept_tokens.data(), accept_num.data(), stop_flags.data(), seq_lens_this_time.data(), is_block_step.data(), stop_nums.data(), real_bsz, max_bsz, max_draft_tokens); auto not_need_stop_cpu = not_need_stop_gpu.copy_to(not_need_stop.place(), true); bool *not_need_stop_data = const_cast(not_need_stop.data()); not_need_stop_data[0] = not_need_stop_cpu.data()[0]; } PD_BUILD_STATIC_OP(speculate_update_v3) .Inputs({"seq_lens_encoder", "seq_lens_decoder", "not_need_stop", "draft_tokens", "actual_draft_token_nums", "accept_tokens", "accept_num", "stop_flags", "seq_lens_this_time", "is_block_step", "stop_nums"}) .Outputs({"seq_lens_encoder_out", "seq_lens_decoder_out", "not_need_stop_out", "draft_tokens_out", "actual_draft_token_nums_out"}) .SetInplaceMap({{"seq_lens_encoder", "seq_lens_encoder_out"}, {"seq_lens_decoder", "seq_lens_decoder_out"}, {"not_need_stop", "not_need_stop_out"}, {"draft_tokens", "draft_tokens_out"}, {"actual_draft_token_nums", "actual_draft_token_nums_out"}}) .SetKernelFn(PD_KERNEL(SpeculateUpdateV3));