/* * Copyright (c) 2024 by FlashInfer team. * * 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 #include "pytorch_extension_utils.h" using namespace flashinfer; void apply_rope_pos_ids_cos_sin_cache( at::Tensor q, at::Tensor k, at::Tensor q_rope, at::Tensor k_rope, at::Tensor cos_sin_cache, at::Tensor pos_ids, bool interleave, int64_t cuda_stream) { CHECK_LAST_DIM_CONTIGUOUS(q); CHECK_LAST_DIM_CONTIGUOUS(k); CHECK_INPUT(cos_sin_cache); CHECK_INPUT(pos_ids); auto device = q.device(); CHECK_EQ(k.device(), device); CHECK_EQ(cos_sin_cache.device(), device); CHECK_EQ(pos_ids.device(), device); CHECK_DIM(3, q); // q: (nnz, H_Q, D) CHECK_DIM(3, k); // k: (nnz, H_K, D) // cos_sin_cache: (max_seq_len, R) // First half of R is cos, second half is sin CHECK_DIM(2, cos_sin_cache); CHECK_EQ(q.size(0), k.size(0)); CHECK_EQ(q.size(2), k.size(2)); unsigned int rotary_dim = cos_sin_cache.size(1); unsigned int num_qo_heads = q.size(1); unsigned int num_kv_heads = k.size(1); unsigned int head_dim = q.size(2); unsigned int nnz = q.size(0); size_t q_stride_n = q.stride(0); size_t q_stride_h = q.stride(1); size_t k_stride_n = k.stride(0); size_t k_stride_h = k.stride(1); size_t q_rope_stride_n = q_rope.stride(0); size_t q_rope_stride_h = q_rope.stride(1); size_t k_rope_stride_n = k_rope.stride(0); size_t k_rope_stride_h = k_rope.stride(1); cudaStream_t stream = reinterpret_cast(cuda_stream); DISPATCH_PYTORCH_DTYPE_TO_CTYPE_FP16(q.scalar_type(), c_type, [&] { cudaError_t status = BatchQKApplyRotaryPosIdsCosSinCache( static_cast(q.data_ptr()), static_cast(k.data_ptr()), static_cast(q_rope.data_ptr()), static_cast(k_rope.data_ptr()), static_cast(cos_sin_cache.data_ptr()), static_cast(pos_ids.data_ptr()), nnz, num_qo_heads, num_kv_heads, rotary_dim, head_dim, q_stride_n, q_stride_h, k_stride_n, k_stride_h, q_rope_stride_n, q_rope_stride_h, k_rope_stride_n, k_rope_stride_h, interleave, stream); TORCH_CHECK( status == cudaSuccess, "BatchQKApplyRotaryPosIdsCosSinCache failed with error code " + std::string(cudaGetErrorString(status))); return true; }); }