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authorKenneth Heafield <github@kheafield.com>2013-01-18 17:12:51 +0000
committerKenneth Heafield <github@kheafield.com>2013-01-18 17:12:51 +0000
commitd884099e0db8b4510847ec106b59ef7dca3c245b (patch)
treeb45a3f17eb002e224a7b728e0f985a15e2503196 /klm/lm/builder/corpus_count.cc
parentbae5fe99037ae7e101953ad0df118127191c711c (diff)
KenLM dffafbf with lmplz source (but not built)
Diffstat (limited to 'klm/lm/builder/corpus_count.cc')
-rw-r--r--klm/lm/builder/corpus_count.cc223
1 files changed, 223 insertions, 0 deletions
diff --git a/klm/lm/builder/corpus_count.cc b/klm/lm/builder/corpus_count.cc
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+++ b/klm/lm/builder/corpus_count.cc
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+#include "lm/builder/corpus_count.hh"
+
+#include "lm/builder/ngram.hh"
+#include "lm/lm_exception.hh"
+#include "lm/word_index.hh"
+#include "util/file.hh"
+#include "util/file_piece.hh"
+#include "util/murmur_hash.hh"
+#include "util/probing_hash_table.hh"
+#include "util/scoped.hh"
+#include "util/stream/chain.hh"
+#include "util/stream/timer.hh"
+#include "util/tokenize_piece.hh"
+
+#include <boost/unordered_set.hpp>
+#include <boost/unordered_map.hpp>
+
+#include <functional>
+
+#include <stdint.h>
+
+namespace lm {
+namespace builder {
+namespace {
+
+class VocabHandout {
+ public:
+ explicit VocabHandout(int fd) {
+ util::scoped_fd duped(util::DupOrThrow(fd));
+ word_list_.reset(util::FDOpenOrThrow(duped));
+
+ Lookup("<unk>"); // Force 0
+ Lookup("<s>"); // Force 1
+ Lookup("</s>"); // Force 2
+ }
+
+ WordIndex Lookup(const StringPiece &word) {
+ uint64_t hashed = util::MurmurHashNative(word.data(), word.size());
+ std::pair<Seen::iterator, bool> ret(seen_.insert(std::pair<uint64_t, lm::WordIndex>(hashed, seen_.size())));
+ if (ret.second) {
+ char null_delimit = 0;
+ util::WriteOrThrow(word_list_.get(), word.data(), word.size());
+ util::WriteOrThrow(word_list_.get(), &null_delimit, 1);
+ UTIL_THROW_IF(seen_.size() >= std::numeric_limits<lm::WordIndex>::max(), VocabLoadException, "Too many vocabulary words. Change WordIndex to uint64_t in lm/word_index.hh.");
+ }
+ return ret.first->second;
+ }
+
+ WordIndex Size() const {
+ return seen_.size();
+ }
+
+ private:
+ typedef boost::unordered_map<uint64_t, lm::WordIndex> Seen;
+
+ Seen seen_;
+
+ util::scoped_FILE word_list_;
+};
+
+class DedupeHash : public std::unary_function<const WordIndex *, bool> {
+ public:
+ explicit DedupeHash(std::size_t order) : size_(order * sizeof(WordIndex)) {}
+
+ std::size_t operator()(const WordIndex *start) const {
+ return util::MurmurHashNative(start, size_);
+ }
+
+ private:
+ const std::size_t size_;
+};
+
+class DedupeEquals : public std::binary_function<const WordIndex *, const WordIndex *, bool> {
+ public:
+ explicit DedupeEquals(std::size_t order) : size_(order * sizeof(WordIndex)) {}
+
+ bool operator()(const WordIndex *first, const WordIndex *second) const {
+ return !memcmp(first, second, size_);
+ }
+
+ private:
+ const std::size_t size_;
+};
+
+struct DedupeEntry {
+ typedef WordIndex *Key;
+ Key GetKey() const { return key; }
+ Key key;
+ static DedupeEntry Construct(WordIndex *at) {
+ DedupeEntry ret;
+ ret.key = at;
+ return ret;
+ }
+};
+
+typedef util::ProbingHashTable<DedupeEntry, DedupeHash, DedupeEquals> Dedupe;
+
+const float kProbingMultiplier = 1.5;
+
+class Writer {
+ public:
+ Writer(std::size_t order, const util::stream::ChainPosition &position, void *dedupe_mem, std::size_t dedupe_mem_size)
+ : block_(position), gram_(block_->Get(), order),
+ dedupe_invalid_(order, std::numeric_limits<WordIndex>::max()),
+ dedupe_(dedupe_mem, dedupe_mem_size, &dedupe_invalid_[0], DedupeHash(order), DedupeEquals(order)),
+ buffer_(new WordIndex[order - 1]),
+ block_size_(position.GetChain().BlockSize()) {
+ dedupe_.Clear(DedupeEntry::Construct(&dedupe_invalid_[0]));
+ assert(Dedupe::Size(position.GetChain().BlockSize() / position.GetChain().EntrySize(), kProbingMultiplier) == dedupe_mem_size);
+ if (order == 1) {
+ // Add special words. AdjustCounts is responsible if order != 1.
+ AddUnigramWord(kUNK);
+ AddUnigramWord(kBOS);
+ }
+ }
+
+ ~Writer() {
+ block_->SetValidSize(reinterpret_cast<const uint8_t*>(gram_.begin()) - static_cast<const uint8_t*>(block_->Get()));
+ (++block_).Poison();
+ }
+
+ // Write context with a bunch of <s>
+ void StartSentence() {
+ for (WordIndex *i = gram_.begin(); i != gram_.end() - 1; ++i) {
+ *i = kBOS;
+ }
+ }
+
+ void Append(WordIndex word) {
+ *(gram_.end() - 1) = word;
+ Dedupe::MutableIterator at;
+ bool found = dedupe_.FindOrInsert(DedupeEntry::Construct(gram_.begin()), at);
+ if (found) {
+ // Already present.
+ NGram already(at->key, gram_.Order());
+ ++(already.Count());
+ // Shift left by one.
+ memmove(gram_.begin(), gram_.begin() + 1, sizeof(WordIndex) * (gram_.Order() - 1));
+ return;
+ }
+ // Complete the write.
+ gram_.Count() = 1;
+ // Prepare the next n-gram.
+ if (reinterpret_cast<uint8_t*>(gram_.begin()) + gram_.TotalSize() != static_cast<uint8_t*>(block_->Get()) + block_size_) {
+ NGram last(gram_);
+ gram_.NextInMemory();
+ std::copy(last.begin() + 1, last.end(), gram_.begin());
+ return;
+ }
+ // Block end. Need to store the context in a temporary buffer.
+ std::copy(gram_.begin() + 1, gram_.end(), buffer_.get());
+ dedupe_.Clear(DedupeEntry::Construct(&dedupe_invalid_[0]));
+ block_->SetValidSize(block_size_);
+ gram_.ReBase((++block_)->Get());
+ std::copy(buffer_.get(), buffer_.get() + gram_.Order() - 1, gram_.begin());
+ }
+
+ private:
+ void AddUnigramWord(WordIndex index) {
+ *gram_.begin() = index;
+ gram_.Count() = 0;
+ gram_.NextInMemory();
+ if (gram_.Base() == static_cast<uint8_t*>(block_->Get()) + block_size_) {
+ block_->SetValidSize(block_size_);
+ gram_.ReBase((++block_)->Get());
+ }
+ }
+
+ util::stream::Link block_;
+
+ NGram gram_;
+
+ // This is the memory behind the invalid value in dedupe_.
+ std::vector<WordIndex> dedupe_invalid_;
+ // Hash table combiner implementation.
+ Dedupe dedupe_;
+
+ // Small buffer to hold existing ngrams when shifting across a block boundary.
+ boost::scoped_array<WordIndex> buffer_;
+
+ const std::size_t block_size_;
+};
+
+} // namespace
+
+float CorpusCount::DedupeMultiplier(std::size_t order) {
+ return kProbingMultiplier * static_cast<float>(sizeof(DedupeEntry)) / static_cast<float>(NGram::TotalSize(order));
+}
+
+CorpusCount::CorpusCount(util::FilePiece &from, int vocab_write, uint64_t &token_count, WordIndex &type_count, std::size_t entries_per_block)
+ : from_(from), vocab_write_(vocab_write), token_count_(token_count), type_count_(type_count),
+ dedupe_mem_size_(Dedupe::Size(entries_per_block, kProbingMultiplier)),
+ dedupe_mem_(util::MallocOrThrow(dedupe_mem_size_)) {
+ token_count_ = 0;
+ type_count_ = 0;
+}
+
+void CorpusCount::Run(const util::stream::ChainPosition &position) {
+ UTIL_TIMER("(%w s) Counted n-grams\n");
+
+ VocabHandout vocab(vocab_write_);
+ const WordIndex end_sentence = vocab.Lookup("</s>");
+ Writer writer(NGram::OrderFromSize(position.GetChain().EntrySize()), position, dedupe_mem_.get(), dedupe_mem_size_);
+ uint64_t count = 0;
+ try {
+ while(true) {
+ StringPiece line(from_.ReadLine());
+ writer.StartSentence();
+ for (util::TokenIter<util::AnyCharacter, true> w(line, " \t"); w; ++w) {
+ WordIndex word = vocab.Lookup(*w);
+ UTIL_THROW_IF(word <= 2, FormatLoadException, "Special word " << *w << " is not allowed in the corpus. I plan to support models containing <unk> in the future.");
+ writer.Append(word);
+ ++count;
+ }
+ writer.Append(end_sentence);
+ }
+ } catch (const util::EndOfFileException &e) {}
+ token_count_ = count;
+ type_count_ = vocab.Size();
+}
+
+} // namespace builder
+} // namespace lm