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15 changes: 15 additions & 0 deletions BUILD.bazel
Original file line number Diff line number Diff line change
Expand Up @@ -244,6 +244,21 @@ cc_test(
],
)

cc_test(
name = "bpe_tokenizer_benchmark_test",
srcs = ["tokenizer/bpe_tokenizer_benchmark_test.cc"],
data = [
"testdata/frankenstein.txt",
"tokenizer/testdata/tokenizer.model",
":packed_tokenizer",
],
deps = [
":tokenizer",
"//testing/base/public:gunit_main", # buildcleaner: keep
"//io",
],
)

cc_library(
name = "tensor_info",
srcs = [
Expand Down
116 changes: 116 additions & 0 deletions tokenizer/bpe_tokenizer_benchmark_test.cc
Original file line number Diff line number Diff line change
@@ -0,0 +1,116 @@
// Copyright 2024 Google LLC
// SPDX-License-Identifier: Apache-2.0
//
// 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
//
// https://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.

#include <cstddef>
#include <string>
#include <vector>

#include "testing/base/public/benchmark.h"
#include "gemma/tokenizer.h"
#include "tokenizer/bpe_tokenizer.h"
#include "io/io.h"

namespace gcpp {
namespace {

constexpr const char* kTokenizerPacked =
"tokenizer/testdata/tokenizer.packed";
constexpr const char* kTokenizerModel =
"tokenizer/testdata/tokenizer.model";
constexpr const char* kCorpus =
"testdata/frankenstein.txt";

std::string ReadFileOrAbort(const std::string& path) {
return ReadFileToString(Path(path));
}

void BM_LoadSentencePiece(benchmark::State& state) {
std::string blob = ReadFileOrAbort(kTokenizerModel);
state.SetLabel("BlobSize: " + std::to_string(blob.size()) + "B");
for (auto s : state) {
GemmaTokenizer sp(blob);
benchmark::DoNotOptimize(sp);
}
}
BENCHMARK(BM_LoadSentencePiece);

void BM_LoadCompactBpe(benchmark::State& state) {
std::string blob = ReadFileOrAbort(kTokenizerPacked);
state.SetLabel("BlobSize: " + std::to_string(blob.size()) + "B");
for (auto s : state) {
GemmaTokenizer bpe(CreateBpeTokenizer(blob));
benchmark::DoNotOptimize(bpe);
}
}
BENCHMARK(BM_LoadCompactBpe);

void BM_EncodeSentencePiece(benchmark::State& state) {
std::string corpus = ReadFileOrAbort(kCorpus);
GemmaTokenizer sp(ReadFileOrAbort(kTokenizerModel));
for (auto s : state) {
std::vector<int> ids;
sp.Encode(corpus, &ids);
benchmark::DoNotOptimize(ids);
}
state.SetBytesProcessed(state.iterations() * corpus.size());
}
BENCHMARK(BM_EncodeSentencePiece);

void BM_EncodeCompactBpe(benchmark::State& state) {
std::string corpus = ReadFileOrAbort(kCorpus);
GemmaTokenizer bpe(CreateBpeTokenizer(ReadFileOrAbort(kTokenizerPacked)));
for (auto s : state) {
std::vector<int> ids;
bpe.Encode(corpus, &ids);
benchmark::DoNotOptimize(ids);
}
state.SetBytesProcessed(state.iterations() * corpus.size());
}
BENCHMARK(BM_EncodeCompactBpe);

void BM_DecodeSentencePiece(benchmark::State& state) {
std::string corpus = ReadFileOrAbort(kCorpus);
GemmaTokenizer sp(ReadFileOrAbort(kTokenizerModel));
std::vector<int> ids;
sp.Encode(corpus, &ids);
size_t detokenized_size = 0;
for (auto s : state) {
std::string detokenized;
sp.Decode(ids, &detokenized);
benchmark::DoNotOptimize(detokenized);
detokenized_size = detokenized.size();
}
state.SetBytesProcessed(state.iterations() * detokenized_size);
}
BENCHMARK(BM_DecodeSentencePiece);

void BM_DecodeCompactBpe(benchmark::State& state) {
std::string corpus = ReadFileOrAbort(kCorpus);
GemmaTokenizer bpe(CreateBpeTokenizer(ReadFileOrAbort(kTokenizerPacked)));
std::vector<int> ids;
bpe.Encode(corpus, &ids);
size_t detokenized_size = 0;
for (auto s : state) {
std::string detokenized;
bpe.Decode(ids, &detokenized);
benchmark::DoNotOptimize(detokenized);
detokenized_size = detokenized.size();
}
state.SetBytesProcessed(state.iterations() * detokenized_size);
}
BENCHMARK(BM_DecodeCompactBpe);

} // namespace
} // namespace gcpp
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