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#include "lm/trie_sort.hh"
#include "lm/config.hh"
#include "lm/lm_exception.hh"
#include "lm/read_arpa.hh"
#include "lm/vocab.hh"
#include "lm/weights.hh"
#include "lm/word_index.hh"
#include "util/file_piece.hh"
#include "util/mmap.hh"
#include "util/proxy_iterator.hh"
#include "util/sized_iterator.hh"
#include <algorithm>
#include <cstring>
#include <cstdio>
#include <deque>
#include <limits>
#include <vector>
namespace lm {
namespace ngram {
namespace trie {
const char *kContextSuffix = "_contexts";
FILE *OpenOrThrow(const char *name, const char *mode) {
FILE *ret = fopen(name, mode);
if (!ret) UTIL_THROW(util::ErrnoException, "Could not open " << name << " for " << mode);
return ret;
}
void WriteOrThrow(FILE *to, const void *data, size_t size) {
assert(size);
if (1 != std::fwrite(data, size, 1, to)) UTIL_THROW(util::ErrnoException, "Short write; requested size " << size);
}
namespace {
typedef util::SizedIterator NGramIter;
// Proxy for an entry except there is some extra cruft between the entries. This is used to sort (n-1)-grams using the same memory as the sorted n-grams.
class PartialViewProxy {
public:
PartialViewProxy() : attention_size_(0), inner_() {}
PartialViewProxy(void *ptr, std::size_t block_size, std::size_t attention_size) : attention_size_(attention_size), inner_(ptr, block_size) {}
operator std::string() const {
return std::string(reinterpret_cast<const char*>(inner_.Data()), attention_size_);
}
PartialViewProxy &operator=(const PartialViewProxy &from) {
memcpy(inner_.Data(), from.inner_.Data(), attention_size_);
return *this;
}
PartialViewProxy &operator=(const std::string &from) {
memcpy(inner_.Data(), from.data(), attention_size_);
return *this;
}
const void *Data() const { return inner_.Data(); }
void *Data() { return inner_.Data(); }
private:
friend class util::ProxyIterator<PartialViewProxy>;
typedef std::string value_type;
const std::size_t attention_size_;
typedef util::SizedInnerIterator InnerIterator;
InnerIterator &Inner() { return inner_; }
const InnerIterator &Inner() const { return inner_; }
InnerIterator inner_;
};
typedef util::ProxyIterator<PartialViewProxy> PartialIter;
std::string DiskFlush(const void *mem_begin, const void *mem_end, const std::string &file_prefix, std::size_t batch, unsigned char order) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(order) << '_' << batch;
std::string ret(assembled.str());
util::scoped_fd out(util::CreateOrThrow(ret.c_str()));
util::WriteOrThrow(out.get(), mem_begin, (uint8_t*)mem_end - (uint8_t*)mem_begin);
return ret;
}
void WriteContextFile(uint8_t *begin, uint8_t *end, const std::string &ngram_file_name, std::size_t entry_size, unsigned char order) {
const size_t context_size = sizeof(WordIndex) * (order - 1);
// Sort just the contexts using the same memory.
PartialIter context_begin(PartialViewProxy(begin + sizeof(WordIndex), entry_size, context_size));
PartialIter context_end(PartialViewProxy(end + sizeof(WordIndex), entry_size, context_size));
std::sort(context_begin, context_end, util::SizedCompare<EntryCompare, PartialViewProxy>(EntryCompare(order - 1)));
std::string name(ngram_file_name + kContextSuffix);
util::scoped_FILE out(OpenOrThrow(name.c_str(), "w"));
// Write out to file and uniqueify at the same time. Could have used unique_copy if there was an appropriate OutputIterator.
if (context_begin == context_end) return;
PartialIter i(context_begin);
WriteOrThrow(out.get(), i->Data(), context_size);
const void *previous = i->Data();
++i;
for (; i != context_end; ++i) {
if (memcmp(previous, i->Data(), context_size)) {
WriteOrThrow(out.get(), i->Data(), context_size);
previous = i->Data();
}
}
}
struct ThrowCombine {
void operator()(std::size_t /*entry_size*/, const void * /*first*/, const void * /*second*/, FILE * /*out*/) const {
UTIL_THROW(FormatLoadException, "Duplicate n-gram detected.");
}
};
// Useful for context files that just contain records with no value.
struct FirstCombine {
void operator()(std::size_t entry_size, const void *first, const void * /*second*/, FILE *out) const {
WriteOrThrow(out, first, entry_size);
}
};
template <class Combine> void MergeSortedFiles(const std::string &first_name, const std::string &second_name, const std::string &out, std::size_t weights_size, unsigned char order, const Combine &combine = ThrowCombine()) {
std::size_t entry_size = sizeof(WordIndex) * order + weights_size;
RecordReader first, second;
first.Init(first_name.c_str(), entry_size);
util::RemoveOrThrow(first_name.c_str());
second.Init(second_name.c_str(), entry_size);
util::RemoveOrThrow(second_name.c_str());
util::scoped_FILE out_file(OpenOrThrow(out.c_str(), "w"));
EntryCompare less(order);
while (first && second) {
if (less(first.Data(), second.Data())) {
WriteOrThrow(out_file.get(), first.Data(), entry_size);
++first;
} else if (less(second.Data(), first.Data())) {
WriteOrThrow(out_file.get(), second.Data(), entry_size);
++second;
} else {
combine(entry_size, first.Data(), second.Data(), out_file.get());
++first; ++second;
}
}
for (RecordReader &remains = (first ? first : second); remains; ++remains) {
WriteOrThrow(out_file.get(), remains.Data(), entry_size);
}
}
void ConvertToSorted(util::FilePiece &f, const SortedVocabulary &vocab, const std::vector<uint64_t> &counts, util::scoped_memory &mem, const std::string &file_prefix, unsigned char order, PositiveProbWarn &warn) {
ReadNGramHeader(f, order);
const size_t count = counts[order - 1];
// Size of weights. Does it include backoff?
const size_t words_size = sizeof(WordIndex) * order;
const size_t weights_size = sizeof(float) + ((order == counts.size()) ? 0 : sizeof(float));
const size_t entry_size = words_size + weights_size;
const size_t batch_size = std::min(count, mem.size() / entry_size);
uint8_t *const begin = reinterpret_cast<uint8_t*>(mem.get());
std::deque<std::string> files;
for (std::size_t batch = 0, done = 0; done < count; ++batch) {
uint8_t *out = begin;
uint8_t *out_end = out + std::min(count - done, batch_size) * entry_size;
if (order == counts.size()) {
for (; out != out_end; out += entry_size) {
ReadNGram(f, order, vocab, reinterpret_cast<WordIndex*>(out), *reinterpret_cast<Prob*>(out + words_size), warn);
}
} else {
for (; out != out_end; out += entry_size) {
ReadNGram(f, order, vocab, reinterpret_cast<WordIndex*>(out), *reinterpret_cast<ProbBackoff*>(out + words_size), warn);
}
}
// Sort full records by full n-gram.
util::SizedProxy proxy_begin(begin, entry_size), proxy_end(out_end, entry_size);
// parallel_sort uses too much RAM
std::sort(NGramIter(proxy_begin), NGramIter(proxy_end), util::SizedCompare<EntryCompare>(EntryCompare(order)));
files.push_back(DiskFlush(begin, out_end, file_prefix, batch, order));
WriteContextFile(begin, out_end, files.back(), entry_size, order);
done += (out_end - begin) / entry_size;
}
// All individual files created. Merge them.
std::size_t merge_count = 0;
while (files.size() > 1) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(order) << "_merge_" << (merge_count++);
files.push_back(assembled.str());
MergeSortedFiles(files[0], files[1], files.back(), weights_size, order, ThrowCombine());
MergeSortedFiles(files[0] + kContextSuffix, files[1] + kContextSuffix, files.back() + kContextSuffix, 0, order - 1, FirstCombine());
files.pop_front();
files.pop_front();
}
if (!files.empty()) {
std::stringstream assembled;
assembled << file_prefix << static_cast<unsigned int>(order) << "_merged";
std::string merged_name(assembled.str());
if (std::rename(files[0].c_str(), merged_name.c_str())) UTIL_THROW(util::ErrnoException, "Could not rename " << files[0].c_str() << " to " << merged_name.c_str());
std::string context_name = files[0] + kContextSuffix;
merged_name += kContextSuffix;
if (std::rename(context_name.c_str(), merged_name.c_str())) UTIL_THROW(util::ErrnoException, "Could not rename " << context_name << " to " << merged_name.c_str());
}
}
} // namespace
void RecordReader::Init(const std::string &name, std::size_t entry_size) {
file_.reset(OpenOrThrow(name.c_str(), "r+"));
data_.reset(malloc(entry_size));
UTIL_THROW_IF(!data_.get(), util::ErrnoException, "Failed to malloc read buffer");
remains_ = true;
entry_size_ = entry_size;
++*this;
}
void RecordReader::Overwrite(const void *start, std::size_t amount) {
long internal = (uint8_t*)start - (uint8_t*)data_.get();
UTIL_THROW_IF(fseek(file_.get(), internal - entry_size_, SEEK_CUR), util::ErrnoException, "Couldn't seek backwards for revision");
WriteOrThrow(file_.get(), start, amount);
long forward = entry_size_ - internal - amount;
if (forward) UTIL_THROW_IF(fseek(file_.get(), forward, SEEK_CUR), util::ErrnoException, "Couldn't seek forwards past revision");
}
void ARPAToSortedFiles(const Config &config, util::FilePiece &f, std::vector<uint64_t> &counts, size_t buffer, const std::string &file_prefix, SortedVocabulary &vocab) {
PositiveProbWarn warn(config.positive_log_probability);
{
std::string unigram_name = file_prefix + "unigrams";
util::scoped_fd unigram_file;
// In case <unk> appears.
size_t file_out = (counts[0] + 1) * sizeof(ProbBackoff);
util::scoped_mmap unigram_mmap(util::MapZeroedWrite(unigram_name.c_str(), file_out, unigram_file), file_out);
Read1Grams(f, counts[0], vocab, reinterpret_cast<ProbBackoff*>(unigram_mmap.get()), warn);
CheckSpecials(config, vocab);
if (!vocab.SawUnk()) ++counts[0];
}
// Only use as much buffer as we need.
size_t buffer_use = 0;
for (unsigned int order = 2; order < counts.size(); ++order) {
buffer_use = std::max<size_t>(buffer_use, static_cast<size_t>((sizeof(WordIndex) * order + 2 * sizeof(float)) * counts[order - 1]));
}
buffer_use = std::max<size_t>(buffer_use, static_cast<size_t>((sizeof(WordIndex) * counts.size() + sizeof(float)) * counts.back()));
buffer = std::min<size_t>(buffer, buffer_use);
util::scoped_memory mem;
mem.reset(malloc(buffer), buffer, util::scoped_memory::MALLOC_ALLOCATED);
if (!mem.get()) UTIL_THROW(util::ErrnoException, "malloc failed for sort buffer size " << buffer);
for (unsigned char order = 2; order <= counts.size(); ++order) {
ConvertToSorted(f, vocab, counts, mem, file_prefix, order, warn);
}
ReadEnd(f);
}
} // namespace trie
} // namespace ngram
} // namespace lm
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