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[XLA] Add an autotune result wrapper that can be used for externally …
…caching autotune results. PiperOrigin-RevId: 647114148
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/* Copyright 2024 The OpenXLA Authors. | ||
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. | ||
==============================================================================*/ | ||
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#include "xla/autotune_result_wrapper.h" | ||
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#include <vector> | ||
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#include "absl/log/check.h" | ||
#include "absl/status/status.h" | ||
#include "xla/autotuning.pb.h" | ||
#include "tsl/lib/strings/proto_serialization.h" | ||
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namespace xla { | ||
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/*static*/ absl::StatusOr<AutotuneResultWrapper> | ||
AutotuneResultWrapper::FromKeyAndValue(OpaqueKey key, OpaqueValue value) { | ||
AutotuneResults key_proto; | ||
if (!key_proto.ParseFromString(key)) { | ||
return absl::Status(absl::StatusCode::kInvalidArgument, | ||
"Could not parse the provided key"); | ||
} | ||
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AutotuneResults::Entry value_entry; | ||
if (!value_entry.ParseFromString(value)) { | ||
return absl::Status(absl::StatusCode::kInvalidArgument, | ||
"Could not parse the provided value"); | ||
} | ||
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AutotuneResults::Entry full_entry; | ||
full_entry.set_device(key_proto.results(0).device()); | ||
full_entry.set_hlo(key_proto.results(0).hlo()); | ||
*full_entry.mutable_result() = value_entry.result(); | ||
return AutotuneResultWrapper(full_entry, key_proto.version()); | ||
} | ||
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AutotuneResultWrapper::OpaqueKey AutotuneResultWrapper::Key() const { | ||
AutotuneResults key_proto; | ||
key_proto.set_version(version_); | ||
auto entry = key_proto.add_results(); | ||
entry->set_device(autotune_result_.device()); | ||
entry->set_hlo(autotune_result_.hlo()); | ||
OpaqueKey serialized; | ||
CHECK(tsl::SerializeToStringDeterministic(key_proto, &serialized)); | ||
return serialized; | ||
} | ||
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AutotuneResultWrapper::OpaqueValue AutotuneResultWrapper::Value() const { | ||
AutotuneResults::Entry entry; | ||
*entry.mutable_result() = autotune_result_.result(); | ||
OpaqueValue serialized; | ||
CHECK(tsl::SerializeToStringDeterministic(entry, &serialized)); | ||
return serialized; | ||
} | ||
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/*static*/ std::vector<AutotuneResultWrapper> | ||
AutotuneResultWrapper::AutotuneResultsToWrappers( | ||
const AutotuneResults& autotune_results) { | ||
std::vector<AutotuneResultWrapper> wrappers; | ||
wrappers.reserve(autotune_results.results_size()); | ||
for (const auto& result : autotune_results.results()) { | ||
wrappers.push_back( | ||
AutotuneResultWrapper(result, autotune_results.version())); | ||
} | ||
return wrappers; | ||
} | ||
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/*static*/ absl::StatusOr<AutotuneResults> | ||
AutotuneResultWrapper::AutotuneResultsFromWrappers( | ||
const std::vector<AutotuneResultWrapper>& wrappers) { | ||
AutotuneResults autotune_results; | ||
for (const auto& wrapper : wrappers) { | ||
if (autotune_results.results_size() > 0 && | ||
autotune_results.version() != wrapper.version_) { | ||
return absl::Status(absl::StatusCode::kInvalidArgument, | ||
"All wrappers must have the same version number"); | ||
} | ||
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*autotune_results.add_results() = wrapper.autotune_result_; | ||
autotune_results.set_version(wrapper.version_); | ||
} | ||
return autotune_results; | ||
} | ||
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} // namespace xla |
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/* Copyright 2024 The OpenXLA Authors. | ||
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. | ||
==============================================================================*/ | ||
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#ifndef XLA_AUTOTUNE_RESULT_WRAPPER_H_ | ||
#define XLA_AUTOTUNE_RESULT_WRAPPER_H_ | ||
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#include <cstdint> | ||
#include <string> | ||
#include <vector> | ||
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#include "absl/status/statusor.h" | ||
#include "xla/autotune_results.pb.h" | ||
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namespace xla { | ||
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// This class is a thin wrapper around AutotuneResults::Entry. It is used to | ||
// provide opaque accessors to an entry's key and value without exposing the | ||
// internal structure of the entry. | ||
class AutotuneResultWrapper { | ||
public: | ||
using OpaqueKey = std::string; | ||
using OpaqueValue = std::string; | ||
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// Creates an AutotuneResultWrapper from a key and value. The provided key and | ||
// value must be ones that were previously returned by calls to Key() and | ||
// Value(). | ||
static absl::StatusOr<AutotuneResultWrapper> FromKeyAndValue( | ||
OpaqueKey key, OpaqueValue value); | ||
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// An opaque string that can be used as a key for this Autotuning result. | ||
// Do not rely on the format of this string. | ||
OpaqueKey Key() const; | ||
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// An opaque string that encodes the autotuning result. | ||
// Do not rely on the format of this string. | ||
OpaqueValue Value() const; | ||
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static std::vector<AutotuneResultWrapper> AutotuneResultsToWrappers( | ||
const AutotuneResults& autotune_results); | ||
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// Returns the AutotuneResults proto that corresponds to the provided | ||
// wrappers. This function will return an error if the provided wrappers have | ||
// inconsistent versions. | ||
static absl::StatusOr<AutotuneResults> AutotuneResultsFromWrappers( | ||
const std::vector<AutotuneResultWrapper>& wrappers); | ||
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private: | ||
AutotuneResultWrapper(const AutotuneResults::Entry& result, int32_t version) | ||
: autotune_result_(result), version_(version) {} | ||
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AutotuneResults::Entry autotune_result_; | ||
int32_t version_; | ||
}; | ||
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} // namespace xla | ||
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#endif // XLA_AUTOTUNE_RESULT_WRAPPER_H_ |
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/* Copyright 2024 The OpenXLA Authors. | ||
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. | ||
==============================================================================*/ | ||
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#include "xla/autotune_result_wrapper.h" | ||
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#include <cstdint> | ||
#include <utility> | ||
#include <vector> | ||
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#include "xla/autotuning.pb.h" | ||
#include "xla/test.h" | ||
#include "xla/test_helpers.h" | ||
#include "tsl/platform/statusor.h" | ||
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namespace xla { | ||
namespace { | ||
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AutotuneResults ThreeAutotuneEntries(int32_t version) { | ||
AutotuneResults results; | ||
results.set_version(version); | ||
auto r1 = results.add_results(); | ||
r1->set_device("dev1"); | ||
r1->set_hlo("hlo1"); | ||
r1->mutable_result()->set_scratch_bytes(1); | ||
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auto r2 = results.add_results(); | ||
r2->set_device("dev2"); | ||
r2->set_hlo("hlo2"); | ||
r2->mutable_result()->set_scratch_bytes(2); | ||
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auto r3 = results.add_results(); | ||
r3->set_device("dev3"); | ||
r3->set_hlo("hlo3"); | ||
r3->mutable_result()->set_scratch_bytes(3); | ||
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return results; | ||
} | ||
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TEST(AutotuneResultWrapperTest, FullRoundTrip) { | ||
std::vector<AutotuneResultWrapper> wrappers = | ||
AutotuneResultWrapper::AutotuneResultsToWrappers( | ||
ThreeAutotuneEntries(/*version=*/42)); | ||
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std::vector<std::pair<AutotuneResultWrapper::OpaqueKey, | ||
AutotuneResultWrapper::OpaqueValue>> | ||
key_value_pairs; | ||
for (const auto& wrapper : wrappers) { | ||
key_value_pairs.push_back(std::make_pair(wrapper.Key(), wrapper.Value())); | ||
} | ||
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std::vector<AutotuneResultWrapper> new_wrappers; | ||
for (const auto& [key, value] : key_value_pairs) { | ||
TF_ASSERT_OK_AND_ASSIGN(AutotuneResultWrapper wrapper, | ||
AutotuneResultWrapper::FromKeyAndValue(key, value)); | ||
new_wrappers.push_back(std::move(wrapper)); | ||
} | ||
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TF_ASSERT_OK_AND_ASSIGN( | ||
AutotuneResults round_tripped, | ||
AutotuneResultWrapper::AutotuneResultsFromWrappers(new_wrappers)); | ||
EXPECT_EQ(round_tripped.results_size(), 3); | ||
EXPECT_EQ(round_tripped.version(), 42); | ||
EXPECT_EQ(round_tripped.results(0).device(), "dev1"); | ||
EXPECT_EQ(round_tripped.results(0).hlo(), "hlo1"); | ||
EXPECT_EQ(round_tripped.results(0).result().scratch_bytes(), 1); | ||
EXPECT_EQ(round_tripped.results(1).device(), "dev2"); | ||
EXPECT_EQ(round_tripped.results(1).hlo(), "hlo2"); | ||
EXPECT_EQ(round_tripped.results(1).result().scratch_bytes(), 2); | ||
EXPECT_EQ(round_tripped.results(2).device(), "dev3"); | ||
EXPECT_EQ(round_tripped.results(2).hlo(), "hlo3"); | ||
EXPECT_EQ(round_tripped.results(2).result().scratch_bytes(), 3); | ||
} | ||
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TEST(AutotuneResultWrapperTest, InconsistentVersions) { | ||
std::vector<AutotuneResultWrapper> wrappers = | ||
AutotuneResultWrapper::AutotuneResultsToWrappers( | ||
ThreeAutotuneEntries(/*version=*/42)); | ||
auto inconsistent_wrappers = AutotuneResultWrapper::AutotuneResultsToWrappers( | ||
ThreeAutotuneEntries(/*version=*/43)); | ||
wrappers.insert(wrappers.end(), inconsistent_wrappers.begin(), | ||
inconsistent_wrappers.end()); | ||
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std::vector<std::pair<AutotuneResultWrapper::OpaqueKey, | ||
AutotuneResultWrapper::OpaqueValue>> | ||
key_value_pairs; | ||
for (const auto& wrapper : wrappers) { | ||
key_value_pairs.push_back(std::make_pair(wrapper.Key(), wrapper.Value())); | ||
} | ||
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std::vector<AutotuneResultWrapper> decoded_wrappers; | ||
for (const auto& [key, value] : key_value_pairs) { | ||
TF_ASSERT_OK_AND_ASSIGN(AutotuneResultWrapper wrapper, | ||
AutotuneResultWrapper::FromKeyAndValue(key, value)); | ||
decoded_wrappers.push_back(std::move(wrapper)); | ||
} | ||
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EXPECT_IS_NOT_OK( | ||
AutotuneResultWrapper::AutotuneResultsFromWrappers(decoded_wrappers)); | ||
} | ||
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} // namespace | ||
} // namespace xla |