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Adding ortvalue features support for MGX EP #81
base: rocm6.3_internal_testing
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@@ -7,10 +7,36 @@ | |
#include <string> | ||
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#include "core/framework/ortdevice.h" | ||
#include "core/common/hash_combine.h" | ||
#include "core/framework/arena_extend_strategy.h" | ||
#include "core/framework/provider_options.h" | ||
#include "core/session/onnxruntime_c_api.h" | ||
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namespace onnxruntime { | ||
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// Information needed to construct MIGraphX execution providers. | ||
struct MIGraphXExecutionProviderExternalAllocatorInfo { | ||
void* alloc{nullptr}; | ||
void* free{nullptr}; | ||
void* empty_cache{nullptr}; | ||
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MIGraphXExecutionProviderExternalAllocatorInfo() { | ||
alloc = nullptr; | ||
free = nullptr; | ||
empty_cache = nullptr; | ||
} | ||
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MIGraphXExecutionProviderExternalAllocatorInfo(void* a, void* f, void* e) { | ||
alloc = a; | ||
free = f; | ||
empty_cache = e; | ||
} | ||
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bool UseExternalAllocator() const { | ||
return (alloc != nullptr) && (free != nullptr); | ||
} | ||
}; | ||
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// Information needed to construct trt execution providers. | ||
struct MIGraphXExecutionProviderInfo { | ||
std::string target_device; | ||
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@@ -25,8 +51,43 @@ | |
std::string load_model_file{"./compiled_model.mxr"}; | ||
bool exhaustive_tune{false}; | ||
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size_t mem_limit{std::numeric_limits<size_t>::max()}; // Will be over-ridden by contents of `default_memory_arena_cfg` (if specified) | ||
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ArenaExtendStrategy arena_extend_strategy{ArenaExtendStrategy::kNextPowerOfTwo}; // Will be over-ridden by contents of `default_memory_arena_cfg` (if specified) | ||
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OrtArenaCfg* default_memory_arena_cfg{nullptr}; | ||
MIGraphXExecutionProviderExternalAllocatorInfo external_allocator_info{}; | ||
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static MIGraphXExecutionProviderInfo FromProviderOptions(const ProviderOptions& options); | ||
static ProviderOptions ToProviderOptions(const MIGraphXExecutionProviderInfo& info); | ||
static ProviderOptions ToProviderOptions(const OrtMIGraphXProviderOptions& info); | ||
}; | ||
} // namespace onnxruntime | ||
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template <> | ||
struct std::hash<::onnxruntime::MIGraphXExecutionProviderInfo> { | ||
size_t operator()(const ::onnxruntime::MIGraphXExecutionProviderInfo& info) const { | ||
size_t value{0xbc9f1d34}; // seed | ||
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// Bits: device_id (16), arena_extend_strategy (reserved 2), boolean options (1 each) | ||
size_t data = static_cast<size_t>(info.device_id) ^ | ||
(static_cast<size_t>(info.arena_extend_strategy) << 16) ^ | ||
(static_cast<size_t>(info.fp16_enable) << 18) ^ | ||
(static_cast<size_t>(info.int8_enable) << 19) ^ | ||
(static_cast<size_t>(info.int8_use_native_calibration_table) << 20) ^ | ||
(static_cast<size_t>(info.model_cache_enable) << 21) ^ | ||
(static_cast<size_t>(info.save_compiled_model) << 22) ^ | ||
(static_cast<size_t>(info.load_compiled_model) << 23) ^ | ||
(static_cast<size_t>(info.exhaustive_tune) << 24); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Going forward is the intent to add the other flags (fp16/int8) and other quantize modes in here as well? |
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onnxruntime::HashCombine(data, value); | ||
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onnxruntime::HashCombine(info.mem_limit, value); | ||
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// Memory pointers | ||
onnxruntime::HashCombine(reinterpret_cast<size_t>(info.external_allocator_info.alloc), value); | ||
onnxruntime::HashCombine(reinterpret_cast<size_t>(info.external_allocator_info.free), value); | ||
onnxruntime::HashCombine(reinterpret_cast<size_t>(info.external_allocator_info.empty_cache), value); | ||
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// The default memory arena cfg is not used in hashing right now. | ||
return value; | ||
} | ||
}; |
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@@ -5,6 +5,7 @@ | |
#include "core/providers/shared_library/provider_api.h" | ||
#include "core/providers/migraphx/migraphx_provider_factory.h" | ||
#include "migraphx_execution_provider.h" | ||
#include "migraphx_execution_provider_info.h" | ||
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#include "migraphx_provider_factory_creator.h" | ||
#include "migraphx_allocator.h" | ||
#include "gpu_data_transfer.h" | ||
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@@ -42,6 +43,27 @@ | |
return std::make_unique<HIPPinnedAllocator>(device_id, name); | ||
} | ||
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void MIGraphXMemcpy_HostToDevice(void* dst, const void* src, size_t count) override { | ||
// hipMemcpy() operates on the default stream | ||
HIP_CALL_THROW(hipMemcpy(dst, src, count, hipMemcpyHostToDevice)); | ||
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// To ensure that the copy has completed, invoke a stream sync for the default stream. | ||
// For transfers from pageable host memory to device memory, a stream sync is performed before the copy is initiated. | ||
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// The function will return once the pageable buffer has been copied to the staging memory for DMA transfer | ||
// to device memory, but the DMA to final destination may not have completed. | ||
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HIP_CALL_THROW(hipStreamSynchronize(0)); | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Do we always want to be using hipstream 0 for this? |
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} | ||
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// Used by onnxruntime_pybind_state.cc | ||
void MIGraphXMemcpy_DeviceToHost(void* dst, const void* src, size_t count) override { | ||
// For transfers from device to either pageable or pinned host memory, the function returns only once the copy has completed. | ||
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HIP_CALL_THROW(hipMemcpy(dst, src, count, hipMemcpyDeviceToHost)); | ||
} | ||
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std::shared_ptr<IAllocator> CreateMIGraphXAllocator(int16_t device_id, size_t migx_mem_limit, onnxruntime::ArenaExtendStrategy arena_extend_strategy, onnxruntime::MIGraphXExecutionProviderExternalAllocatorInfo& external_allocator_info, const OrtArenaCfg* default_memory_arena_cfg) override { | ||
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return MIGraphXExecutionProvider::CreateMIGraphXAllocator(device_id, migx_mem_limit, arena_extend_strategy, external_allocator_info, default_memory_arena_cfg); | ||
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} | ||
} g_info; | ||
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struct MIGraphX_Provider : Provider { | ||
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@@ -77,6 +99,8 @@ | |
if (options.migraphx_load_model_path != nullptr) { | ||
info.load_model_file = options.migraphx_load_model_path; | ||
} | ||
info.arena_extend_strategy = static_cast<onnxruntime::ArenaExtendStrategy>(options.migraphx_arena_extend_strategy); | ||
info.mem_limit = options.migraphx_mem_limit; | ||
return std::make_shared<MIGraphXProviderFactory>(info); | ||
} | ||
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@@ -109,6 +133,8 @@ | |
migx_options.migraphx_save_model_path = internal_options.save_model_file.c_str(); | ||
migx_options.migraphx_load_compiled_model = internal_options.load_compiled_model; | ||
migx_options.migraphx_load_model_path = internal_options.load_model_file.c_str(); | ||
migx_options.migraphx_arena_extend_strategy = static_cast<int>(internal_options.arena_extend_strategy); | ||
migx_options.migraphx_mem_limit = internal_options.mem_limit; | ||
} | ||
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ProviderOptions GetProviderOptions(const void* provider_options) override { | ||
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Is this something we want to make controllable from he API later?