/* * Copyright (c) 2020-2023, NVIDIA CORPORATION. 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. */ #pragma once #include "tensorrt_llm/common/assert.h" #include #include namespace tensorrt_llm { namespace kernels { enum Data_type { DATA_TYPE_BOOL, DATA_TYPE_FP16, DATA_TYPE_FP32, DATA_TYPE_INT4, DATA_TYPE_INT8, DATA_TYPE_INT32, DATA_TYPE_BF16, DATA_TYPE_E2M1, DATA_TYPE_E4M3, DATA_TYPE_E5M2 }; static inline std::string data_type_to_string(Data_type dtype) { switch (dtype) { case DATA_TYPE_BOOL: return "bool"; case DATA_TYPE_FP16: return "fp16"; case DATA_TYPE_FP32: return "fp32"; case DATA_TYPE_INT4: return "int4"; case DATA_TYPE_INT8: return "int8"; case DATA_TYPE_INT32: return "int32"; case DATA_TYPE_BF16: return "bf16"; case DATA_TYPE_E2M1: return "e2m1"; case DATA_TYPE_E4M3: return "e4m3"; case DATA_TYPE_E5M2: return "e5m2"; default: return std::to_string(static_cast(dtype)) + " (unknown)"; } } //////////////////////////////////////////////////////////////////////////////////////////////////// static inline size_t get_size_in_bits(Data_type dtype) { switch (dtype) { case DATA_TYPE_FP32: return 32; case DATA_TYPE_FP16: return 16; case DATA_TYPE_INT32: return 32; case DATA_TYPE_INT8: return 8; case DATA_TYPE_BF16: return 16; case DATA_TYPE_E2M1: return 4; case DATA_TYPE_E4M3: return 8; case DATA_TYPE_E5M2: return 8; default: TLLM_CHECK_WITH_INFO(false, "FMHA Data Type is not supported."); return 0; } } //////////////////////////////////////////////////////////////////////////////////////////////////// static inline size_t get_size_in_bytes(size_t n, Data_type dtype) { switch (dtype) { case DATA_TYPE_FP32: return n * 4; case DATA_TYPE_FP16: return n * 2; case DATA_TYPE_INT32: return n * 4; case DATA_TYPE_INT8: return n; case DATA_TYPE_BF16: return n * 2; case DATA_TYPE_E2M1: TLLM_CHECK_WITH_INFO(n % 2 == 0, "Not supported."); return n / 2; case DATA_TYPE_E4M3: return n; case DATA_TYPE_E5M2: return n; default: TLLM_CHECK_WITH_INFO(false, "FMHA Data Type is not supported."); return 0; } } //////////////////////////////////////////////////////////////////////////////////////////////////// static inline size_t get_size_in_bytes(Data_type dtype) { return get_size_in_bytes(1, dtype); } //////////////////////////////////////////////////////////////////////////////////////////////////// constexpr int32_t kSM_70 = 70; constexpr int32_t kSM_72 = 72; constexpr int32_t kSM_75 = 75; constexpr int32_t kSM_80 = 80; constexpr int32_t kSM_86 = 86; constexpr int32_t kSM_89 = 89; constexpr int32_t kSM_90 = 90; constexpr int32_t kSM_100 = 100; constexpr int32_t kSM_120 = 120; //////////////////////////////////////////////////////////////////////////////////////////////////// static constexpr int kIdxScaleSoftmaxPtr = 0; static constexpr int kIdxScaleSoftmaxLog2Ptr = 1; } // namespace kernels } // namespace tensorrt_llm