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/*
* 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.
*/
/*!
* \file auto_scheduler/search_task.h
* \brief Meta information and hardware parameters for a search task.
*/
#ifndef TVM_AUTO_SCHEDULER_SEARCH_TASK_H_
#define TVM_AUTO_SCHEDULER_SEARCH_TASK_H_
#include <tvm/auto_scheduler/compute_dag.h>
#include <tvm/runtime/ndarray.h>
#include <tvm/target/target.h>
namespace tvm {
namespace auto_scheduler {
class HardwareParams;
/*! \brief The parameters of target hardware used to guide the SearchPolicy. */
class HardwareParamsNode : public Object {
public:
/*! \brief The number of cores. */
int num_cores;
/*! \brief The width of vector units in bytes. */
int vector_unit_bytes;
/*! \brief The size of cache line in bytes. */
int cache_line_bytes;
// GPU related parameters got from device query API
/*! \brief The max shared memory per block in bytes. */
int max_shared_memory_per_block;
/*! \brief The max local memory per block in bytes. */
int max_local_memory_per_block;
/*! \brief The max number of threads per block. */
int max_threads_per_block;
/*! \brief The max vthread extent. */
int max_vthread_extent;
/*! \brief The thread numbers of a warp. */
int warp_size;
void VisitAttrs(tvm::AttrVisitor* v) {
v->Visit("num_cores", &num_cores);
v->Visit("vector_unit_bytes", &vector_unit_bytes);
v->Visit("cache_line_bytes", &cache_line_bytes);
v->Visit("max_shared_memory_per_block", &max_shared_memory_per_block);
v->Visit("max_local_memory_per_block", &max_local_memory_per_block);
v->Visit("max_threads_per_block", &max_threads_per_block);
v->Visit("max_vthread_extent", &max_vthread_extent);
v->Visit("warp_size", &warp_size);
}
/*!
* \brief Get the default hardware params.
* \param target A `tvm.target`.
* \param target_host A `tvm.target` for host device.
* \return A HardwareParams object.
*/
static HardwareParams GetDefaultHardwareParams(const Target& target, const Target& target_host);
static constexpr const char* _type_key = "auto_scheduler.HardwareParams";
TVM_DECLARE_FINAL_OBJECT_INFO(HardwareParamsNode, Object);
};
/*!
* \brief Managed reference to HardwareParamsNode.
* \sa HardwareParamsNode
*/
class HardwareParams : public ObjectRef {
public:
/*!
* \brief The constructor.
* \param num_cores The number of cores.
* \param vector_unit_bytes The width of vector units in bytes.
* \param cache_line_bytes The size of cache line in bytes.
* \param max_shared_memory_per_block The max amount of shared memory per block for GPU.
* \param max_local_memory_per_block The max amount of local memory per block for GPU.
* \param max_threads_per_block The max number of threads per block for GPU.
* \param max_vthread_extent The max extent of vthread for GPU.
* \param warp_size The warp size for GPU
*/
HardwareParams(int num_cores, int vector_unit_bytes, int cache_line_bytes,
int max_shared_memory_per_block, int max_local_memory_per_block,
int max_threads_per_block, int max_vthread_extent, int warp_size);
TVM_DEFINE_OBJECT_REF_METHODS(HardwareParams, ObjectRef, HardwareParamsNode);
TVM_DEFINE_OBJECT_REF_COW_METHOD(HardwareParamsNode);
};
/*!
* \brief The computation information and hardware parameters for a specific schedule search task.
*/
class SearchTaskNode : public Object {
public:
/*! \brief The ComputeDAG for the compute declaration. */
ComputeDAG compute_dag;
/*! \brief The workload key for the compute declaration. */
String workload_key;
/*! \brief The description string of this task. */
String desc;
/*! \brief The target device of this search task. */
Target target;
/*! \brief The target host device of this search task. */
Target target_host;
/*! \brief Hardware parameters used in this search task. */
HardwareParams hardware_params;
/*! \brief The layout rewrite option used for measuring programs. */
LayoutRewriteOption layout_rewrite_option;
/*! \brief Names of some user defined input data used in program measuring. */
Array<String> task_input_names;
void VisitAttrs(tvm::AttrVisitor* v) {
v->Visit("compute_dag", &compute_dag);
v->Visit("workload_key", &workload_key);
v->Visit("desc", &desc);
v->Visit("target", &target);
v->Visit("target_host", &target_host);
v->Visit("hardware_params", &hardware_params);
v->Visit("layout_rewrite_option", &layout_rewrite_option);
v->Visit("task_input_names", &task_input_names);
}
static constexpr const char* _type_key = "auto_scheduler.SearchTask";
TVM_DECLARE_FINAL_OBJECT_INFO(SearchTaskNode, Object);
};
/*!
* \brief Managed reference to SearchTaskNode.
* \sa SearchTaskNode
*/
class SearchTask : public ObjectRef {
public:
/*!
* \brief The constructor.
* \param compute_dag The ComputeDAG for the compute declaration.
* \param workload_key The workload key for the compute declaration.
* \param target The target device of this search task.
* \param target_host The target host device of this search task.
* \param hardware_params Hardware parameters used in this search task.
* \param layout_rewrite_option The layout rewrite option used for measuring programs.
* \param task_input_names Names of some user defined input data used in program measuring.
* \param desc The description string of this task.
*/
SearchTask(ComputeDAG compute_dag, String workload_key, Target target, Target target_host,
Optional<HardwareParams> hardware_params, LayoutRewriteOption layout_rewrite_option,
Array<String> task_input_names, String desc = "");
TVM_DEFINE_OBJECT_REF_METHODS(SearchTask, ObjectRef, SearchTaskNode);
};
} // namespace auto_scheduler
} // namespace tvm
#endif // TVM_AUTO_SCHEDULER_SEARCH_TASK_H_