/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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. */ #ifndef TVM_RUNTIME_VM_TENSOR_CACHE_SUPPORT_H_ #define TVM_RUNTIME_VM_TENSOR_CACHE_SUPPORT_H_ #include #include #include #include #include #include namespace tvm { namespace runtime { namespace vm { /*! * \brief Metadata for Tensor cache, which by default, is named as "tensor-cache.json". */ struct TensorCacheMetadata { /*! \brief Each shard of Tensor cache, which by default, is named as "params_shard_x.bin". */ struct FileRecord { /*! \brief Metadata of each parameter */ struct ParamRecord { /*! * \brief Load the parameter from raw data. * \param device The device to load the parameter onto. * \param raw_data The raw data stream * \param staging_buffer The buffer to be used to avoid extra OpenCL copies. Pass in a nullptr * in other cases */ TVM_RUNTIME_DLL Tensor Load(Device device, const std::string* raw_data, ffi::Optional* staging_buffer = nullptr) const; /*! \brief Name of the parameter */ std::string name; /*! \brief Shape of the parameter */ ffi::Shape shape; /*! \brief Data type of the parameter */ DLDataType dtype; /*! \brief Format of the parameter */ std::string format; /*! \brief Number of bytes */ int64_t nbytes; /*! \brief Offset from the raw stream */ int64_t byte_offset; }; /*! \brief Load a FileRecord into memory */ TVM_RUNTIME_DLL ffi::Array Load(Device device, // const std::string& path_prefix, // std::string* raw_data_buffer, // ffi::Optional* staging_buffer = nullptr) const; /*! \brief Relative path to the bin file */ std::string data_path; /*! \brief Format of the file */ std::string format; /*! \brief Size of the file */ int64_t nbytes; /*! \brief The parameters in the file */ std::vector records; }; /*! \brief The files in the Tensor cache */ std::vector records; /*! \brief The path to the `tensor-cache.json` file */ std::string path; /*! \brief Load the metadata from a specific directory */ TVM_RUNTIME_DLL static TensorCacheMetadata Load(const std::string& path); /*! \brief Load the metadata from a given JSON string */ TVM_RUNTIME_DLL static TensorCacheMetadata LoadFromStr(const std::string& json_str, const std::string& path); }; } // namespace vm } // namespace runtime } // namespace tvm #endif // TVM_RUNTIME_VM_TENSOR_CACHE_SUPPORT_H_