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FastDeploy/custom_ops/gpu_ops/stop_generation_multi_ends.cu
JYChen dafe02a7b9 [stop sequence] support stop sequence (#3025)
* stop seqs in multi-ends

* unittest for gpu stop op

* kernel tid==0
2025-07-29 14:17:37 +08:00

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// Copyright (c) 2024 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 <fcntl.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <sys/mman.h>
#include <sys/stat.h>
#include <sys/types.h>
#include <unistd.h>
#include "helper.h"
#include "paddle/extension.h"
__global__ void set_value_by_flags(bool *stop_flags,
int64_t *topk_ids,
int64_t *next_tokens,
const int64_t *end_ids,
const int *seq_lens,
const int bs,
const int end_length,
const int64_t *pre_ids,
const int pre_ids_len,
const int64_t *step_idx,
const int64_t *stop_seqs,
const int *stop_seqs_len,
const int stop_seqs_bs,
const int stop_seqs_max_len,
bool beam_search,
bool prefill_one_step_stop) {
int tid = threadIdx.x;
int bid = blockIdx.x;
if (tid >= stop_seqs_bs) return;
if (bid < bs) {
if(tid == 0){
if (prefill_one_step_stop) {
stop_flags[bid] = true;
if (seq_lens[bid] == 0) {
topk_ids[bid] = -1;
}
next_tokens[bid] = topk_ids[bid];
} else {
if (stop_flags[bid]) {
if (seq_lens[bid] == 0) {
topk_ids[bid] = -1;
} else {
topk_ids[bid] = end_ids[0];
next_tokens[bid] = end_ids[0];
}
} else {
next_tokens[bid] = topk_ids[bid];
}
}
if (!beam_search && is_in_end(topk_ids[bid], end_ids, end_length)) {
stop_flags[bid] = true;
}
}
// dealing stop_seqs
const int stop_seq_len = (stop_seqs_len + bid * stop_seqs_bs)[tid];
if (stop_seq_len <= 0) return;
const int64_t *stop_seq_now = stop_seqs + bid * stop_seqs_bs + tid * stop_seqs_max_len;
const int64_t *pre_ids_now = pre_ids + bid * pre_ids_len;
const int64_t step_idx_now = step_idx[bid];
bool is_end = true;
int count = 1;
for (int i = stop_seq_len - 1; i >= 0; --i) {
if ((step_idx_now - count) < 0 ||
pre_ids_now[step_idx_now - count++] != stop_seq_now[i]) {
is_end = false;
break;
}
}
if (is_end) {
next_tokens[bid] = end_ids[0];
stop_flags[bid] = true;
topk_ids[bid] = end_ids[0];
}
}
}
void GetStopFlagsMulti(const paddle::Tensor &topk_ids,
const paddle::Tensor &stop_flags,
const paddle::Tensor &seq_lens,
const paddle::Tensor &end_ids,
const paddle::Tensor &next_tokens,
const paddle::Tensor &pre_ids,
const paddle::Tensor &step_idx,
const paddle::Tensor &stop_seqs,
const paddle::Tensor &stop_seqs_len,
const bool beam_search) {
PD_CHECK(topk_ids.dtype() == paddle::DataType::INT64);
PD_CHECK(stop_flags.dtype() == paddle::DataType::BOOL);
bool prefill_one_step_stop = false;
if (const char *env_p = std::getenv("PREFILL_NODE_ONE_STEP_STOP")) {
// std::cout << "Your PATH is: " << env_p << '\n';
if (env_p[0] == '1') {
prefill_one_step_stop = true;
}
}
#ifdef PADDLE_WITH_CUSTOM_DEVICE
auto dev_ctx = static_cast<const phi::CustomContext*>(paddle::experimental::DeviceContextPool::Instance().Get(topk_ids.place()));
auto cu_stream = dev_ctx->stream();
#else
auto cu_stream = topk_ids.stream();
#endif
std::vector<int64_t> shape = topk_ids.shape();
int64_t bs_now = shape[0];
int64_t end_length = end_ids.shape()[0];
int stop_seqs_bs = stop_seqs.shape()[1];
int stop_seqs_max_len = stop_seqs.shape()[2];
int block_size = (stop_seqs_bs + WARP_SIZE - 1) / WARP_SIZE * WARP_SIZE;
set_value_by_flags<<<bs_now, block_size, 0, cu_stream>>>(
const_cast<bool *>(stop_flags.data<bool>()),
const_cast<int64_t *>(topk_ids.data<int64_t>()),
const_cast<int64_t *>(next_tokens.data<int64_t>()),
end_ids.data<int64_t>(),
seq_lens.data<int>(),
bs_now,
end_length,
pre_ids.data<int64_t>(),
pre_ids.shape()[1],
step_idx.data<int64_t>(),
stop_seqs.data<int64_t>(),
stop_seqs_len.data<int>(),
stop_seqs_bs,
stop_seqs_max_len,
beam_search,
prefill_one_step_stop);
}
PD_BUILD_STATIC_OP(set_stop_value_multi_ends)
.Inputs({"topk_ids", "stop_flags", "seq_lens", "end_ids", "next_tokens", "pre_ids", "step_idx", "stop_seqs", "stop_seqs_len"})
.Attrs({"beam_search: bool"})
.Outputs({"topk_ids_out", "stop_flags_out", "next_tokens_out"})
.SetInplaceMap({{"topk_ids", "topk_ids_out"},
{"stop_flags", "stop_flags_out"},
{"next_tokens", "next_tokens_out"}})
.SetKernelFn(PD_KERNEL(GetStopFlagsMulti));