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// Copyright 2016 Google Inc. | |
// | |
// 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.! | |
namespace sentencepiece { | |
namespace normalizer { | |
// Given a list of strings, finds the longest string which is a | |
// prefix of a query. | |
class PrefixMatcher { | |
public: | |
// Initializes the PrefixMatcher with `dic`. | |
explicit PrefixMatcher(const std::set<absl::string_view> &dic); | |
// Finds the longest string in dic, which is a prefix of `w`. | |
// Returns the UTF8 byte length of matched string. | |
// `found` is set if a prefix match exists. | |
// If no entry is found, consumes one Unicode character. | |
int PrefixMatch(absl::string_view w, bool *found = nullptr) const; | |
// Replaces entries in `w` with `out`. | |
std::string GlobalReplace(absl::string_view w, absl::string_view out) const; | |
private: | |
std::unique_ptr<Darts::DoubleArray> trie_; | |
}; | |
// Normalizer implements a simple text normalizer with | |
// user-defined string-to-string rules and leftmost longest | |
// matching. The rules of Normalizer are built with | |
// Builder::CompileCharsMap() method. Pre-compiled rules are | |
// also available via Builder::GetPrecompiledCharsMap(<name>) method. | |
// | |
// The motivation of Normalizer is to make flexible, user-customizable | |
// and self-contained normalizer. All the logic of normalization is | |
// encoded in the model proto which allows us to define language/task | |
// dependent normalization rules without breaking the default rule. | |
class Normalizer { | |
public: | |
// Instantiates Normalizer with |spec|. | |
// |spec| should not be deleted until Normalizer is destroyed. | |
explicit Normalizer(const NormalizerSpec &spec); | |
Normalizer(const NormalizerSpec &spec, const TrainerSpec &trainer_Spec); | |
virtual ~Normalizer(); | |
virtual void SetPrefixMatcher(const PrefixMatcher *matcher) { | |
matcher_ = matcher; | |
} | |
// Returns Status. | |
// Normalizes function is valid only when status is OK. | |
virtual util::Status status() const { return status_; } | |
// Normalizes a plain utf8 string into an internal representation for | |
// Sentencepiece model. |norm_to_orig| stores the byte-alignment from | |
// normalized string to the original input. | |
// This function can do the following normalizations: | |
// - Character normalization. | |
// (NFKC / full-width to half-width conversion etc). | |
// - Adds a prefix space. | |
// - Replaces a space with a meta symbol. | |
// - Removing heading, tailing and other redundant spaces. | |
virtual util::Status Normalize(absl::string_view input, | |
std::string *normalized, | |
std::vector<size_t> *norm_to_orig) const; | |
// Returns a normalized string without alignments. | |
// This function is used in sentencepiece training. | |
virtual std::string Normalize(absl::string_view input) const; | |
friend class Builder; | |
private: | |
FRIEND_TEST(NormalizerTest, EncodeDecodePrecompiledCharsMapTest); | |
void Init(); | |
// Normalizes the prefix of |input| and returns the pair of | |
// normalized prefix and length we must consume after | |
// normalization. | |
// Here's the sample code for the full text normalization. | |
// | |
// string output; | |
// absl::string_view input = "..."; | |
// while (!input.empty()) { | |
// const auto p = normalizer.NormalizePrefix(input); | |
// output.append(p.first.data(), p.first.size()); | |
// input.remove_prefix(p.second); | |
// } | |
std::pair<absl::string_view, int> NormalizePrefix( | |
absl::string_view input) const; | |
// Encodes trie_blob and normalized string and return compiled blob. | |
static std::string EncodePrecompiledCharsMap(absl::string_view trie_blob, | |
absl::string_view normalized); | |
// Decodes blob into trie_blob and normalized string. | |
static util::Status DecodePrecompiledCharsMap(absl::string_view blob, | |
absl::string_view *trie_blob, | |
absl::string_view *normalized, | |
std::string *buffer = nullptr); | |
// Maximum size of the return value of Trie, which corresponds | |
// to the maximum size of shared common prefix in the chars map. | |
static constexpr int kMaxTrieResultsSize = 32; | |
// Internal trie for efficient longest matching. | |
std::unique_ptr<Darts::DoubleArray> trie_; | |
// "\0" delimitered output string. | |
// the value of |trie_| stores pointers to this string. | |
const char *normalized_ = nullptr; | |
// Spec for normalization. | |
const NormalizerSpec *spec_; | |
// Prefix matcher; | |
const PrefixMatcher *matcher_ = nullptr; | |
// Split hello world into "hello_" and "world_" instead of | |
// "_hello" and "_world". | |
const bool treat_whitespace_as_suffix_ = false; | |
// Stores the blob for TRIE encoded in big-endian. | |
std::string precompiled_charsmap_buffer_; | |
// Normalizer's status. | |
util::Status status_; | |
}; | |
} // namespace normalizer | |
} // namespace sentencepiece | |