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Fix tokenizer special token handling (pytorch-labs#67)
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3 files changed

+27
-16
lines changed

3 files changed

+27
-16
lines changed

include/pytorch/tokenizers/bpe_tokenizer_base.h

Lines changed: 21 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -25,6 +25,8 @@
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#include <pytorch/tokenizers/string_integer_map.h>
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#include <pytorch/tokenizers/tokenizer.h>
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28+
#include "re2/re2.h"
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namespace tokenizers {
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namespace detail {
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@@ -104,6 +106,25 @@ static Result<TokenMap> buildTokenMap(
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return buildTokenMap(std::move(pairs));
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}
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static Result<std::unique_ptr<IRegex>> build_special_token_regex(
110+
const TokenMap& special_token_map) {
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std::string special_pattern;
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const std::size_t count = special_token_map.size();
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for (std::size_t i = 0; i < count; ++i) {
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const auto& [token, _] = special_token_map.getElement(i);
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if (!special_pattern.empty()) {
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special_pattern += "|";
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}
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special_pattern += re2::RE2::QuoteMeta(std::string(token));
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}
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122+
if (special_pattern.empty()) {
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return static_cast<std::unique_ptr<IRegex>>(nullptr);
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}
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return create_regex(special_pattern);
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}
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class BPETokenizerBase : public Tokenizer {
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public:
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Result<std::vector<uint64_t>>

src/hf_tokenizer.cpp

Lines changed: 5 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -69,6 +69,11 @@ Error HFTokenizer::load(const std::string& path) {
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special_tokens,
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[](const auto& it) -> std::string { return it.at("content"); },
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[](const auto& it) -> std::uint64_t { return it.at("id"); }));
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// Create special token regex to help later with encoding.
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special_token_regex_ = TK_UNWRAP(detail::build_special_token_regex(special_token_map));
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// Store for future use.
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special_token_map_.emplace(std::move(special_token_map));
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} catch (const json::out_of_range& e) {
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fprintf(stderr, "Could not parse special tokens: %s\n", e.what());

src/tiktoken.cpp

Lines changed: 1 addition & 16 deletions
Original file line numberDiff line numberDiff line change
@@ -32,7 +32,6 @@
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#include <fstream>
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#include <limits>
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#include <unordered_set>
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#include "re2/re2.h"
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namespace tokenizers {
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@@ -47,20 +46,6 @@ static Result<std::unique_ptr<IRegex>> _create_regex(
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return create_regex(pattern);
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}
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50-
static Result<std::unique_ptr<IRegex>> _build_special_token_regex(
51-
const std::vector<std::pair<std::string, std::uint64_t>>& special_encoder) {
52-
std::string special_pattern;
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for (const auto& ele : special_encoder) {
54-
if (!special_pattern.empty()) {
55-
special_pattern += "|";
56-
}
57-
special_pattern += re2::RE2::QuoteMeta(ele.first);
58-
}
59-
if (special_pattern.empty()) {
60-
return static_cast<std::unique_ptr<IRegex>>(nullptr);
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}
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return _create_regex(special_pattern);
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}
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static Result<std::pair<std::string, uint64_t>> _parse(
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const std::string& line) {
@@ -153,7 +138,7 @@ Error Tiktoken::load(const std::string& path) {
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154139
_regex = TK_UNWRAP(_create_regex(_pattern));
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special_token_regex_ =
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TK_UNWRAP(_build_special_token_regex(special_token_map));
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TK_UNWRAP(detail::build_special_token_regex(TokenMap(special_token_map)));
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// initialize vocab_size, bos_tok, eos_tok
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vocab_size_ = token_map_->size() + special_token_map_->size();

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