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Merge pull request #1 from pytorch-labs/add_base64
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Add base64.h
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larryliu0820 authored Dec 4, 2024
2 parents 52eb48b + cec7b69 commit c173f9f
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Showing 5 changed files with 321 additions and 7 deletions.
3 changes: 1 addition & 2 deletions .github/workflows/pull.yml
Original file line number Diff line number Diff line change
Expand Up @@ -18,8 +18,7 @@ jobs:
strategy:
fail-fast: false
with:
runner: linux.4xlarge
docker-image: executorch-ubuntu-22.04-clang12
runner: linux.2xlarge
submodules: 'true'
ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
timeout: 90
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17 changes: 12 additions & 5 deletions CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -14,7 +14,7 @@
# ~~~
# It should also be cmake-lint clean.
#
cmake_minimum_required(VERSION 3.24)
cmake_minimum_required(VERSION 3.18)
set(CMAKE_CXX_STANDARD 17)

project(Tokenizers)
Expand All @@ -38,12 +38,19 @@ target_link_libraries(tokenizers PUBLIC sentencepiece-static)

# Build test
if(TOKENIZERS_BUILD_TEST)
find_package(GTest REQUIRED)
include(FetchContent)
FetchContent_Declare(
googletest
# Specify the commit you depend on and update it regularly.
URL https://github.com/google/googletest/archive/5376968f6948923e2411081fd9372e71a59d8e77.zip
)
set(gtest_force_shared_crt ON CACHE BOOL "" FORCE)
FetchContent_MakeAvailable(googletest)

set(ENV{RESOURCES_PATH} ${CMAKE_CURRENT_SOURCE_DIR}/test/resources)
add_executable(sentencepiece_test test/test_sentencepiece.cpp)
target_include_directories(
sentencepiece_test PUBLIC third-party/sentencepiece/src
third-party/sentencepiece include)
target_link_libraries(sentencepiece_test PUBLIC tokenizers GTest::GTest
GTest::Main)
third-party/sentencepiece include GTEST_INCLUDE_PATH)
target_link_libraries(sentencepiece_test PUBLIC tokenizers gtest_main)
endif()
195 changes: 195 additions & 0 deletions include/base64.h
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@@ -0,0 +1,195 @@
/*
* Copyright (c) Meta Platforms, Inc. and affiliates.
* All rights reserved.
*
* This source code is licensed under the BSD-style license found in the
* LICENSE file in the root directory of this source tree.
*/
// @lint-ignore-every LICENSELINT
/**************************************************************************
Copyright (c) 2023 sewenew
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.
*************************************************************************/

#pragma once

#include <cassert>
#include <cstdint>
#include <string>
#include <string_view>

#include "result.h"

namespace base64 {

using tokenizers::Error;
using tokenizers::Result;

Result<std::string> decode(const std::string_view &input);

namespace detail {

constexpr uint32_t DECODE_TABLE[] = {
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 62, 255,
255, 255, 63, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 255, 255,
255, 255, 255, 255, 255, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,
10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24,
25, 255, 255, 255, 255, 255, 255, 26, 27, 28, 29, 30, 31, 32, 33,
34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48,
49, 50, 51, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255,
255};

inline Error validate(uint32_t v) {
if (v == 255) {
fprintf(stderr, "invalid char");
return Error::Base64DecodeFailure;
}
return Error::Ok;
}

inline Error decode(const std::string_view &input, std::string &output) {
if (input.size() != 4) {
fprintf(stderr, "input length must be 4, got %zu", input.size());
return Error::Base64DecodeFailure;
}

uint32_t val = 0;

uint8_t c = input[0];
auto v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = v;

c = input[1];
v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = (val << 6) | v;

c = input[2];
v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = (val << 6) | v;

c = input[3];
v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = (val << 6) | v;

output.push_back(static_cast<char>((val >> 16) & 0xFF));
output.push_back(static_cast<char>((val >> 8) & 0xFF));
output.push_back(static_cast<char>(val & 0xFF));
return Error::Ok;
}

inline Error decode_1_padding(const std::string_view &input,
std::string &output) {
if (input.size() != 3) {
fprintf(stderr, "input length must be 3, got %zu", input.size());
return Error::Base64DecodeFailure;
}

uint32_t val = 0;

uint8_t c = input[0];
auto v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = v;

c = input[1];
v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = (val << 6) | v;

c = input[2];
v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = (val << 6) | v;

output.push_back(static_cast<char>((val >> 10) & 0xFF));
output.push_back(static_cast<char>((val >> 2) & 0xFF));
return Error::Ok;
}

inline Error decode_2_padding(const std::string_view &input,
std::string &output) {
TK_CHECK_OR_RETURN_ERROR(input.size() == 2, Base64DecodeFailure);

uint32_t val = 0;

uint8_t c = input[0];
auto v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = v;

c = input[1];
v = DECODE_TABLE[c];
TK_CHECK_OK_OR_RETURN_ERROR(validate(v));
val = (val << 6) | v;

output.push_back(static_cast<char>((val >> 4) & 0xFF));
return Error::Ok;
}

} // namespace detail

inline tokenizers::Result<std::string> decode(const std::string_view &input) {
if (input.empty()) {
fprintf(stderr, "empty input");
return Error::Base64DecodeFailure;
}

// Faster than `input.size() % 4`.
if ((input.size() & 3) != 0 || input.size() < 4) {
fprintf(stderr,
"input length must be larger than 4 and is multiple of 4, got %zu",
input.size());
return Error::Base64DecodeFailure;
}

std::string output;
output.reserve(input.size() / 4 * 3);
auto idx = 0U;
for (; idx < input.size() - 4; idx += 4) {
TK_CHECK_OK_OR_RETURN_ERROR(detail::decode(input.substr(idx, 4), output));
}

// Last 4 bytes. Might contain paddings.
if (input[idx + 3] == '=') {
if (input[idx + 2] == '=') {
// Tow paddings.
TK_CHECK_OK_OR_RETURN_ERROR(
detail::decode_2_padding(input.substr(idx, 2), output));
} else {
// One padding.
TK_CHECK_OK_OR_RETURN_ERROR(
detail::decode_1_padding(input.substr(idx, 3), output));
}
} else {
// No padding.
TK_CHECK_OK_OR_RETURN_ERROR(detail::decode(input.substr(idx, 4), output));
}

return output;
}
} // namespace base64
32 changes: 32 additions & 0 deletions include/error.h
Original file line number Diff line number Diff line change
Expand Up @@ -45,6 +45,38 @@ enum class Error : error_code_t {

/// Encode failure.
EncodeFailure = 0x05,

/// Base64 decode failure.
Base64DecodeFailure = 0x06,
};

} // namespace tokenizers

/**
* If cond__ is false, return the specified Error
* from the current function, which must be of return type
* tokenizers::Error.
* TODO: Add logging support
* @param[in] cond__ The condition to be checked, asserted as true.
* @param[in] error__ Error enum value to return without the `Error::` prefix,
* like `InvalidArgument`.
*/
#define TK_CHECK_OR_RETURN_ERROR(cond__, error__) \
{ \
if (!(cond__)) { \
return ::tokenizers::Error::error__; \
} \
}

/**
* If error__ is not Error::Ok, return the specified Error
* TODO: Add logging support
* @param[in] error__ Error enum value to return without the `Error::` prefix,
* like `InvalidArgument`.
*/
#define TK_CHECK_OK_OR_RETURN_ERROR(error__) \
{ \
if (error__ != ::tokenizers::Error::Ok) { \
return error__; \
} \
}
81 changes: 81 additions & 0 deletions include/tiktoken.h
Original file line number Diff line number Diff line change
@@ -0,0 +1,81 @@
/*
* Copyright (c) Meta Platforms, Inc. and affiliates.
* All rights reserved.
*
* This source code is licensed under the BSD-style license found in the
* LICENSE file in the root directory of this source tree.
*/

// Tiktoken header
// Used by OpenAI, adapted from https://github.com/sewenew/tokenizer
#include "re2/re2.h"
#include "tokenizer.h"
#include <cstdint>

#pragma once

using Encoder = std::unordered_map<std::string, uint64_t>;
using Decoder = std::unordered_map<uint64_t, std::string>;
using Re2UPtr = std::unique_ptr<re2::RE2>;

namespace tokenizers {

class Tiktoken : public Tokenizer {
public:
explicit Tiktoken();
~Tiktoken() override;

Error load(const std::string &tokenizer_path) override;

Result<std::vector<uint64_t>> encode(const std::string &input, int8_t bos,
int8_t eos) const override;

Result<std::string> decode(uint64_t prev_token,
uint64_t token) const override;

private:
static inline const Encoder _get_special_tokens(ssize_t num_base_tokens) {
Encoder special_tokens;
special_tokens.emplace("<|begin_of_text|>", num_base_tokens++);
special_tokens.emplace("<|end_of_text|>", num_base_tokens++);
special_tokens.emplace("<|reserved_special_token_0|>", num_base_tokens++);
special_tokens.emplace("<|reserved_special_token_1|>", num_base_tokens++);
special_tokens.emplace("<|reserved_special_token_2|>", num_base_tokens++);
special_tokens.emplace("<|reserved_special_token_3|>", num_base_tokens++);
special_tokens.emplace("<|start_header_id|>", num_base_tokens++);
special_tokens.emplace("<|end_header_id|>", num_base_tokens++);
special_tokens.emplace("<|reserved_special_token_4|>", num_base_tokens++);
special_tokens.emplace("<|eot_id|>", num_base_tokens++);
for (auto i = 5; i < 251; ++i) {
special_tokens.emplace("<|reserved_special_token_" + std::to_string(i) +
"|>",
num_base_tokens++);
}
return special_tokens;
}

template <typename T>
std::pair<std::optional<std::string>, re2::StringPiece>
_split_with_allowed_special_token(re2::StringPiece &input,
const T &allowed_special);

void _encode(re2::StringPiece &input, std::vector<uint64_t> &ret,
uint64_t &last_piece_token_len);

template <typename T>
std::pair<std::vector<uint64_t>, uint64_t>
_encode_with_special_token(const std::string &text, const T &allowed_special);

// Removed negative lookahead \s+(?!\S) since it's not supported by RE2.
const std::string _pattern =
R"((?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+)";
Encoder _encoder;
Encoder _special_token_encoder;
Decoder _decoder;
Decoder _special_token_decoder;

Re2UPtr _regex;
Re2UPtr _special_token_regex;
};

} // namespace tokenizers

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