marinone94's picture
Training in progress, epoch 0
1ce325b
#include "trie.hh"
#include "bhiksha.hh"
#include "../util/bit_packing.hh"
#include "../util/exception.hh"
#include "../util/sorted_uniform.hh"
#include <cassert>
namespace lm {
namespace ngram {
namespace trie {
namespace {
class KeyAccessor {
public:
KeyAccessor(const void *base, uint64_t key_mask, uint8_t key_bits, uint8_t total_bits)
: base_(reinterpret_cast<const uint8_t*>(base)), key_mask_(key_mask), key_bits_(key_bits), total_bits_(total_bits) {}
typedef uint64_t Key;
Key operator()(uint64_t index) const {
return util::ReadInt57(base_, index * static_cast<uint64_t>(total_bits_), key_bits_, key_mask_);
}
private:
const uint8_t *const base_;
const WordIndex key_mask_;
const uint8_t key_bits_, total_bits_;
};
bool FindBitPacked(const void *base, uint64_t key_mask, uint8_t key_bits, uint8_t total_bits, uint64_t begin_index, uint64_t end_index, const uint64_t max_vocab, const uint64_t key, uint64_t &at_index) {
KeyAccessor accessor(base, key_mask, key_bits, total_bits);
if (!util::BoundedSortedUniformFind<uint64_t, KeyAccessor, util::PivotSelect<sizeof(WordIndex)>::T>(accessor, begin_index - 1, (uint64_t)0, end_index, max_vocab, key, at_index)) return false;
return true;
}
} // namespace
uint64_t BitPacked::BaseSize(uint64_t entries, uint64_t max_vocab, uint8_t remaining_bits) {
uint8_t total_bits = util::RequiredBits(max_vocab) + remaining_bits;
// Extra entry for next pointer at the end.
// +7 then / 8 to round up bits and convert to bytes
// +sizeof(uint64_t) so that ReadInt57 etc don't go segfault.
// Note that this waste is O(order), not O(number of ngrams).
return ((1 + entries) * total_bits + 7) / 8 + sizeof(uint64_t);
}
void BitPacked::BaseInit(void *base, uint64_t max_vocab, uint8_t remaining_bits) {
util::BitPackingSanity();
word_bits_ = util::RequiredBits(max_vocab);
word_mask_ = (1ULL << word_bits_) - 1ULL;
if (word_bits_ > 57) UTIL_THROW(util::Exception, "Sorry, word indices more than " << (1ULL << 57) << " are not implemented. Edit util/bit_packing.hh and fix the bit packing functions.");
total_bits_ = word_bits_ + remaining_bits;
base_ = static_cast<uint8_t*>(base);
insert_index_ = 0;
max_vocab_ = max_vocab;
}
template <class Bhiksha> uint64_t BitPackedMiddle<Bhiksha>::Size(uint8_t quant_bits, uint64_t entries, uint64_t max_vocab, uint64_t max_ptr, const Config &config) {
return Bhiksha::Size(entries + 1, max_ptr, config) + BaseSize(entries, max_vocab, quant_bits + Bhiksha::InlineBits(entries + 1, max_ptr, config));
}
template <class Bhiksha> BitPackedMiddle<Bhiksha>::BitPackedMiddle(void *base, uint8_t quant_bits, uint64_t entries, uint64_t max_vocab, uint64_t max_next, const BitPacked &next_source, const Config &config) :
BitPacked(),
quant_bits_(quant_bits),
// If the offset of the method changes, also change TrieSearch::UpdateConfigFromBinary.
bhiksha_(base, entries + 1, max_next, config),
next_source_(&next_source) {
if (entries + 1 >= (1ULL << 57) || (max_next >= (1ULL << 57))) UTIL_THROW(util::Exception, "Sorry, this does not support more than " << (1ULL << 57) << " n-grams of a particular order. Edit util/bit_packing.hh and fix the bit packing functions.");
BaseInit(reinterpret_cast<uint8_t*>(base) + Bhiksha::Size(entries + 1, max_next, config), max_vocab, quant_bits_ + bhiksha_.InlineBits());
}
template <class Bhiksha> util::BitAddress BitPackedMiddle<Bhiksha>::Insert(WordIndex word) {
assert(word <= word_mask_);
uint64_t at_pointer = insert_index_ * total_bits_;
util::WriteInt57(base_, at_pointer, word_bits_, word);
at_pointer += word_bits_;
util::BitAddress ret(base_, at_pointer);
at_pointer += quant_bits_;
uint64_t next = next_source_->InsertIndex();
bhiksha_.WriteNext(base_, at_pointer, insert_index_, next);
++insert_index_;
return ret;
}
template <class Bhiksha> util::BitAddress BitPackedMiddle<Bhiksha>::Find(WordIndex word, NodeRange &range, uint64_t &pointer) const {
uint64_t at_pointer;
if (!FindBitPacked(base_, word_mask_, word_bits_, total_bits_, range.begin, range.end, max_vocab_, word, at_pointer)) {
return util::BitAddress(NULL, 0);
}
pointer = at_pointer;
at_pointer *= total_bits_;
at_pointer += word_bits_;
bhiksha_.ReadNext(base_, at_pointer + quant_bits_, pointer, total_bits_, range);
return util::BitAddress(base_, at_pointer);
}
template <class Bhiksha> void BitPackedMiddle<Bhiksha>::FinishedLoading(uint64_t next_end, const Config &config) {
// Write at insert_index. . .
uint64_t last_next_write = insert_index_ * total_bits_ +
// at the offset where the next pointers are stored.
(total_bits_ - bhiksha_.InlineBits());
bhiksha_.WriteNext(base_, last_next_write, insert_index_, next_end);
bhiksha_.FinishedLoading(config);
}
util::BitAddress BitPackedLongest::Insert(WordIndex index) {
assert(index <= word_mask_);
uint64_t at_pointer = insert_index_ * total_bits_;
util::WriteInt57(base_, at_pointer, word_bits_, index);
at_pointer += word_bits_;
++insert_index_;
return util::BitAddress(base_, at_pointer);
}
util::BitAddress BitPackedLongest::Find(WordIndex word, const NodeRange &range) const {
uint64_t at_pointer;
if (!FindBitPacked(base_, word_mask_, word_bits_, total_bits_, range.begin, range.end, max_vocab_, word, at_pointer)) return util::BitAddress(NULL, 0);
at_pointer = at_pointer * total_bits_ + word_bits_;
return util::BitAddress(base_, at_pointer);
}
template class BitPackedMiddle<DontBhiksha>;
template class BitPackedMiddle<ArrayBhiksha>;
} // namespace trie
} // namespace ngram
} // namespace lm