tvm
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RPCRunner that uses RPC call to measures the time cost of programs on remote devices. Or sometime we may need to use RPC even in local running to insulate the thread environment. (e.g. running CUDA programs) More...
#include <measure.h>
Public Member Functions | |
Array< MeasureResult > | Run (const Array< MeasureInput > &inputs, const Array< BuildResult > &build_results, int verbose) final |
Run measurement and return results. More... | |
TVM_DECLARE_FINAL_OBJECT_INFO (RPCRunnerNode, ProgramRunnerNode) | |
Public Member Functions inherited from tvm::auto_scheduler::ProgramRunnerNode | |
TVM_DECLARE_BASE_OBJECT_INFO (ProgramRunnerNode, Object) | |
Public Member Functions inherited from tvm::runtime::Object | |
uint32_t | type_index () const |
std::string | GetTypeKey () const |
size_t | GetTypeKeyHash () const |
template<typename TargetType > | |
bool | IsInstance () const |
bool | unique () const |
Object () | |
Object (const Object &other) | |
Object (Object &&other) | |
Object & | operator= (const Object &other) |
Object & | operator= (Object &&other) |
Public Attributes | |
String | key |
The key of the device registered in the RPC tracker. More... | |
String | host |
The host address of the RPC Tracker. More... | |
int | port |
The port of the RPC Tracker. More... | |
int | priority |
The priority of this run request, larger is more prior. More... | |
int | n_parallel |
The number of tasks run in parallel. More... | |
Public Attributes inherited from tvm::auto_scheduler::ProgramRunnerNode | |
int | timeout |
Timeout of a run. More... | |
int | number |
The number of times to run the generated code for taking average. More... | |
int | repeat |
The number of times to repeat the measurement. More... | |
int | min_repeat_ms |
The minimum duration of one repeat in milliseconds. More... | |
double | cooldown_interval |
The cool down interval between two measurements. More... | |
bool | enable_cpu_cache_flush |
Whether to flush cache on CPU between repeated measurements. More... | |
int | device |
Which device to run on if multiple are avaialble. More... | |
Static Public Attributes | |
static constexpr const char * | _type_key = "auto_scheduler.RPCRunner" |
Static Public Attributes inherited from tvm::auto_scheduler::ProgramRunnerNode | |
static constexpr const char * | _type_key = "auto_scheduler.ProgramRunner" |
Static Public Attributes inherited from tvm::runtime::Object | |
static constexpr const char * | _type_key = "runtime.Object" |
static constexpr bool | _type_final = false |
static constexpr uint32_t | _type_child_slots = 0 |
static constexpr bool | _type_child_slots_can_overflow = true |
static constexpr bool | _type_has_method_visit_attrs = true |
static constexpr bool | _type_has_method_sequal_reduce = false |
static constexpr bool | _type_has_method_shash_reduce = false |
static constexpr uint32_t | _type_index = TypeIndex::kDynamic |
Additional Inherited Members | |
Public Types inherited from tvm::runtime::Object | |
typedef void(* | FDeleter) (Object *self) |
Object deleter. More... | |
using | RefCounterType = std::atomic< int32_t > |
Static Public Member Functions inherited from tvm::runtime::Object | |
static std::string | TypeIndex2Key (uint32_t tindex) |
Get the type key of the corresponding index from runtime. More... | |
static size_t | TypeIndex2KeyHash (uint32_t tindex) |
Get the type key hash of the corresponding index from runtime. More... | |
static uint32_t | TypeKey2Index (const std::string &key) |
Get the type index of the corresponding key from runtime. More... | |
static uint32_t | _GetOrAllocRuntimeTypeIndex () |
static uint32_t | RuntimeTypeIndex () |
Protected Member Functions inherited from tvm::runtime::Object | |
void | IncRef () |
developer function, increases reference counter. More... | |
void | DecRef () |
developer function, decrease reference counter. More... | |
Static Protected Member Functions inherited from tvm::runtime::Object | |
static uint32_t | GetOrAllocRuntimeTypeIndex (const std::string &key, uint32_t static_tindex, uint32_t parent_tindex, uint32_t type_child_slots, bool type_child_slots_can_overflow) |
Get the type index using type key. More... | |
Protected Attributes inherited from tvm::runtime::Object | |
uint32_t | type_index_ {0} |
Type index(tag) that indicates the type of the object. More... | |
RefCounterType | ref_counter_ {0} |
The internal reference counter. More... | |
FDeleter | deleter_ = nullptr |
deleter of this object to enable customized allocation. If the deleter is nullptr, no deletion will be performed. The creator of the object must always set the deleter field properly. More... | |
RPCRunner that uses RPC call to measures the time cost of programs on remote devices. Or sometime we may need to use RPC even in local running to insulate the thread environment. (e.g. running CUDA programs)
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finalvirtual |
Run measurement and return results.
inputs | An Array of MeasureInput. |
build_results | An Array of BuildResult. |
verbose | Verbosity level. 0 for silent, 1 to output information during program running. |
Implements tvm::auto_scheduler::ProgramRunnerNode.
tvm::auto_scheduler::RPCRunnerNode::TVM_DECLARE_FINAL_OBJECT_INFO | ( | RPCRunnerNode | , |
ProgramRunnerNode | |||
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staticconstexpr |
String tvm::auto_scheduler::RPCRunnerNode::host |
The host address of the RPC Tracker.
String tvm::auto_scheduler::RPCRunnerNode::key |
The key of the device registered in the RPC tracker.
int tvm::auto_scheduler::RPCRunnerNode::n_parallel |
The number of tasks run in parallel.
int tvm::auto_scheduler::RPCRunnerNode::port |
The port of the RPC Tracker.
int tvm::auto_scheduler::RPCRunnerNode::priority |
The priority of this run request, larger is more prior.