fixed conflicts

1 files changed, 216 insertions, 0 deletions

diff --git a/klm/lm/builder/adjust_counts.cc b/klm/lm/builder/adjust_counts.cc
new file mode 100644
index 00000000..a6f48011
--- /dev/null
+++ b/klm/lm/builder/adjust_counts.cc
@@ -0,0 +1,216 @@
+#include "lm/builder/adjust_counts.hh"
+#include "lm/builder/multi_stream.hh"
+#include "util/stream/timer.hh"
+
+#include <algorithm>
+
+namespace lm { namespace builder {
+
+BadDiscountException::BadDiscountException() throw() {}
+BadDiscountException::~BadDiscountException() throw() {}
+
+namespace {
+// Return last word in full that is different.  
+const WordIndex* FindDifference(const NGram &full, const NGram &lower_last) {
+  const WordIndex *cur_word = full.end() - 1;
+  const WordIndex *pre_word = lower_last.end() - 1;
+  // Find last difference.  
+  for (; pre_word >= lower_last.begin() && *pre_word == *cur_word; --cur_word, --pre_word) {}
+  return cur_word;
+}
+
+class StatCollector {
+  public:
+    StatCollector(std::size_t order, std::vector<uint64_t> &counts, std::vector<Discount> &discounts) 
+      : orders_(order), full_(orders_.back()), counts_(counts), discounts_(discounts) {
+      memset(&orders_[0], 0, sizeof(OrderStat) * order);
+    }
+
+    ~StatCollector() {}
+
+    void CalculateDiscounts() {
+      counts_.resize(orders_.size());
+      discounts_.resize(orders_.size());
+      for (std::size_t i = 0; i < orders_.size(); ++i) {
+        const OrderStat &s = orders_[i];
+        counts_[i] = s.count;
+
+        for (unsigned j = 1; j < 4; ++j) {
+          // TODO: Specialize error message for j == 3, meaning 3+
+          UTIL_THROW_IF(s.n[j] == 0, BadDiscountException, "Could not calculate Kneser-Ney discounts for "
+              << (i+1) << "-grams with adjusted count " << (j+1) << " because we didn't observe any "
+              << (i+1) << "-grams with adjusted count " << j << "; Is this small or artificial data?");
+        }
+
+        // See equation (26) in Chen and Goodman.
+        discounts_[i].amount[0] = 0.0;
+        float y = static_cast<float>(s.n[1]) / static_cast<float>(s.n[1] + 2.0 * s.n[2]);
+        for (unsigned j = 1; j < 4; ++j) {
+          discounts_[i].amount[j] = static_cast<float>(j) - static_cast<float>(j + 1) * y * static_cast<float>(s.n[j+1]) / static_cast<float>(s.n[j]);
+          UTIL_THROW_IF(discounts_[i].amount[j] < 0.0 || discounts_[i].amount[j] > j, BadDiscountException, "ERROR: " << (i+1) << "-gram discount out of range for adjusted count " << j << ": " << discounts_[i].amount[j]);
+        }
+      }
+    }
+
+    void Add(std::size_t order_minus_1, uint64_t count) {
+      OrderStat &stat = orders_[order_minus_1];
+      ++stat.count;
+      if (count < 5) ++stat.n[count];
+    }
+
+    void AddFull(uint64_t count) {
+      ++full_.count;
+      if (count < 5) ++full_.n[count];
+    }
+
+  private:
+    struct OrderStat {
+      // n_1 in equation 26 of Chen and Goodman etc
+      uint64_t n[5];
+      uint64_t count;
+    };
+
+    std::vector<OrderStat> orders_;
+    OrderStat &full_;
+
+    std::vector<uint64_t> &counts_;
+    std::vector<Discount> &discounts_;
+};
+
+// Reads all entries in order like NGramStream does.  
+// But deletes any entries that have <s> in the 1st (not 0th) position on the
+// way out by putting other entries in their place.  This disrupts the sort
+// order but we don't care because the data is going to be sorted again.  
+class CollapseStream {
+  public:
+    CollapseStream(const util::stream::ChainPosition &position) :
+      current_(NULL, NGram::OrderFromSize(position.GetChain().EntrySize())),
+      block_(position) {
+      StartBlock();
+    }
+
+    const NGram &operator*() const { return current_; }
+    const NGram *operator->() const { return &current_; }
+
+    operator bool() const { return block_; }
+
+    CollapseStream &operator++() {
+      assert(block_);
+      if (current_.begin()[1] == kBOS && current_.Base() < copy_from_) {
+        memcpy(current_.Base(), copy_from_, current_.TotalSize());
+        UpdateCopyFrom();
+      }
+      current_.NextInMemory();
+      uint8_t *block_base = static_cast<uint8_t*>(block_->Get());
+      if (current_.Base() == block_base + block_->ValidSize()) {
+        block_->SetValidSize(copy_from_ + current_.TotalSize() - block_base);
+        ++block_;
+        StartBlock();
+      }
+      return *this;
+    }
+
+  private:
+    void StartBlock() {
+      for (; ; ++block_) {
+        if (!block_) return;
+        if (block_->ValidSize()) break;
+      }
+      current_.ReBase(block_->Get());
+      copy_from_ = static_cast<uint8_t*>(block_->Get()) + block_->ValidSize();
+      UpdateCopyFrom();
+    }
+
+    // Find last without bos.  
+    void UpdateCopyFrom() {
+      for (copy_from_ -= current_.TotalSize(); copy_from_ >= current_.Base(); copy_from_ -= current_.TotalSize()) {
+        if (NGram(copy_from_, current_.Order()).begin()[1] != kBOS) break;
+      }
+    }
+
+    NGram current_;
+
+    // Goes backwards in the block
+    uint8_t *copy_from_;
+
+    util::stream::Link block_;
+};
+
+} // namespace
+
+void AdjustCounts::Run(const ChainPositions &positions) {
+  UTIL_TIMER("(%w s) Adjusted counts\n");
+
+  const std::size_t order = positions.size();
+  StatCollector stats(order, counts_, discounts_);
+  if (order == 1) {
+    // Only unigrams.  Just collect stats.  
+    for (NGramStream full(positions[0]); full; ++full) 
+      stats.AddFull(full->Count());
+    stats.CalculateDiscounts();
+    return;
+  }
+
+  NGramStreams streams;
+  streams.Init(positions, positions.size() - 1);
+  CollapseStream full(positions[positions.size() - 1]);
+
+  // Initialization: <unk> has count 0 and so does <s>.  
+  NGramStream *lower_valid = streams.begin();
+  streams[0]->Count() = 0;
+  *streams[0]->begin() = kUNK;
+  stats.Add(0, 0);
+  (++streams[0])->Count() = 0;
+  *streams[0]->begin() = kBOS;
+  // not in stats because it will get put in later.  
+
+  // iterate over full (the stream of the highest order ngrams)
+  for (; full; ++full) {
+    const WordIndex *different = FindDifference(*full, **lower_valid);
+    std::size_t same = full->end() - 1 - different;
+    // Increment the adjusted count.  
+    if (same) ++streams[same - 1]->Count();
+
+    // Output all the valid ones that changed.  
+    for (; lower_valid >= &streams[same]; --lower_valid) {
+      stats.Add(lower_valid - streams.begin(), (*lower_valid)->Count());
+      ++*lower_valid;
+    }
+
+    // This is here because bos is also const WordIndex *, so copy gets
+    // consistent argument types.  
+    const WordIndex *full_end = full->end();
+    // Initialize and mark as valid up to bos.  
+    const WordIndex *bos;
+    for (bos = different; (bos > full->begin()) && (*bos != kBOS); --bos) {
+      ++lower_valid;
+      std::copy(bos, full_end, (*lower_valid)->begin());
+      (*lower_valid)->Count() = 1;
+    }
+    // Now bos indicates where <s> is or is the 0th word of full.  
+    if (bos != full->begin()) {
+      // There is an <s> beyond the 0th word.  
+      NGramStream &to = *++lower_valid;
+      std::copy(bos, full_end, to->begin());
+      to->Count() = full->Count();  
+    } else {
+      stats.AddFull(full->Count());
+    }
+    assert(lower_valid >= &streams[0]);
+  }
+
+  // Output everything valid.
+  for (NGramStream *s = streams.begin(); s <= lower_valid; ++s) {
+    stats.Add(s - streams.begin(), (*s)->Count());
+    ++*s;
+  }
+  // Poison everyone!  Except the N-grams which were already poisoned by the input.   
+  for (NGramStream *s = streams.begin(); s != streams.end(); ++s)
+    s->Poison();
+
+  stats.CalculateDiscounts();
+
+  // NOTE: See special early-return case for unigrams near the top of this function
+}
+
+}} // namespaces