Instructions to use replicate/flashinfer-draft with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use replicate/flashinfer-draft with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("replicate/flashinfer-draft") - Notebooks
- Google Colab
- Kaggle
| /* | |
| * 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. | |
| */ | |
| namespace flashinfer { | |
| template <typename DTypeQ_, typename DTypeKV_, typename DTypeO_, typename IdType_ = int32_t> | |
| struct SinglePrefillParams { | |
| using DTypeQ = DTypeQ_; | |
| using DTypeKV = DTypeKV_; | |
| using DTypeO = DTypeO_; | |
| using IdType = IdType_; | |
| // The QKV matrices. | |
| DTypeQ* q_ptr; | |
| DTypeKV* k_ptr; | |
| DTypeKV* v_ptr; | |
| DTypeO* o_ptr; | |
| float* lse_ptr; | |
| struct AdditionalParams { | |
| float logits_soft_cap; | |
| float sm_scale; | |
| float* scale_q; | |
| float* scale_k; | |
| float* scale_v; | |
| } additional_params; | |
| int64_t q_stride_n; | |
| int64_t k_stride_n; | |
| int64_t v_stride_n; | |
| int64_t o_stride_n; | |
| int64_t q_stride_h; | |
| int64_t k_stride_h; | |
| int64_t v_stride_h; | |
| int64_t o_stride_h; | |
| int qo_len; | |
| int kv_len; | |
| int num_qo_heads; | |
| int num_kv_heads; | |
| int group_size; | |
| int window_left; | |
| bool causal; | |
| }; | |
| template <typename DTypeQ_, typename DTypeKV_, typename DTypeO_, typename IdType_> | |
| struct BatchPrefillRaggedParams { | |
| using DTypeQ = DTypeQ_; | |
| using DTypeKV = DTypeKV_; | |
| using DTypeO = DTypeO_; | |
| using IdType = IdType_; | |
| // The QKV matrices. | |
| DTypeQ* q_ptr; | |
| DTypeKV* k_ptr; | |
| DTypeKV* v_ptr; | |
| DTypeO* o_ptr; | |
| float* lse_ptr; | |
| IdType* qo_tile_indices; | |
| IdType* qo_indptr; | |
| IdType* kv_indptr; | |
| IdType* qo_lens; | |
| IdType* kv_lens; | |
| IdType* head_indices; | |
| IdType* work_indptr; | |
| IdType* batch_indices; | |
| struct AdditionalParams { | |
| float logits_soft_cap; | |
| float sm_scale; | |
| uint32_t* maybe_prefix_len_ptr; | |
| uint16_t* maybe_token_pos_in_items_ptr; | |
| uint32_t token_pos_in_items_len; | |
| uint16_t* maybe_max_item_len_ptr; | |
| } additional_params; | |
| int64_t q_stride_n; | |
| int64_t k_stride_n; | |
| int64_t v_stride_n; | |
| int64_t o_stride_n; | |
| int64_t q_stride_h; | |
| int64_t k_stride_h; | |
| int64_t v_stride_h; | |
| int64_t o_stride_h; | |
| int64_t nnz_qo; | |
| int64_t nnz_kv; | |
| int num_qo_heads; | |
| int num_kv_heads; | |
| int group_size; | |
| int window_left; | |
| bool causal; | |
| }; | |
| template <typename DTypeQ_, typename DTypeKV_, typename DTypeO_, typename IdType_> | |
| struct BatchPrefillPagedParams { | |
| using DTypeQ = DTypeQ_; | |
| using DTypeKV = DTypeKV_; | |
| using DTypeO = DTypeO_; | |
| using IdType = IdType_; | |
| // The QKV matrices. | |
| DTypeQ* q_ptr; | |
| DTypeKV* k_ptr; | |
| DTypeKV* v_ptr; | |
| DTypeO* o_ptr; | |
| float* lse_ptr; | |
| IdType* qo_tile_indices; | |
| IdType* qo_indptr; | |
| IdType* kv_indptr; | |
| IdType* kv_indices; | |
| IdType* qo_lens; | |
| IdType* kv_lens; | |
| IdType* head_indices; | |
| IdType* work_indptr; | |
| IdType* batch_indices; | |
| struct AdditionalParams { | |
| float logits_soft_cap; | |
| float sm_scale; | |
| uint32_t* maybe_prefix_len_ptr; | |
| uint16_t* maybe_token_pos_in_items_ptr; | |
| uint32_t token_pos_in_items_len; | |
| uint16_t* maybe_max_item_len_ptr; | |
| } additional_params; | |
| int64_t q_stride_n; | |
| int64_t k_stride_n; | |
| int64_t v_stride_n; | |
| int64_t o_stride_n; | |
| int64_t q_stride_h; | |
| int64_t k_stride_h; | |
| int64_t v_stride_h; | |
| int64_t o_stride_h; | |
| int64_t nnz_qo; | |
| int num_qo_heads; | |
| int num_kv_heads; | |
| int group_size; | |
| int page_size; | |
| int window_left; | |
| bool causal; | |
| }; | |
| } // namespace flashinfer | |