KenLM 8307220

31 files changed, 162 insertions, 155 deletions

diff --git a/klm/lm/bhiksha.cc b/klm/lm/bhiksha.cc
index 870a4eee..088ea98d 100644
--- a/klm/lm/bhiksha.cc
+++ b/klm/lm/bhiksha.cc
@@ -50,7 +50,7 @@ std::size_t ArrayCount(uint64_t max_offset, uint64_t max_next, const Config &con
 }
 } // namespace
 
-std::size_t ArrayBhiksha::Size(uint64_t max_offset, uint64_t max_next, const Config &config) {
+uint64_t ArrayBhiksha::Size(uint64_t max_offset, uint64_t max_next, const Config &config) {
   return sizeof(uint64_t) * (1 /* header */ + ArrayCount(max_offset, max_next, config)) + 7 /* 8-byte alignment */;
 }
 
diff --git a/klm/lm/bhiksha.hh b/klm/lm/bhiksha.hh
index 9734f3ab..8ff88654 100644
--- a/klm/lm/bhiksha.hh
+++ b/klm/lm/bhiksha.hh
@@ -33,7 +33,7 @@ class DontBhiksha {
 
     static void UpdateConfigFromBinary(int /*fd*/, Config &/*config*/) {}
 
-    static std::size_t Size(uint64_t /*max_offset*/, uint64_t /*max_next*/, const Config &/*config*/) { return 0; }
+    static uint64_t Size(uint64_t /*max_offset*/, uint64_t /*max_next*/, const Config &/*config*/) { return 0; }
 
     static uint8_t InlineBits(uint64_t /*max_offset*/, uint64_t max_next, const Config &/*config*/) {
       return util::RequiredBits(max_next);
@@ -67,7 +67,7 @@ class ArrayBhiksha {
 
     static void UpdateConfigFromBinary(int fd, Config &config);
 
-    static std::size_t Size(uint64_t max_offset, uint64_t max_next, const Config &config);
+    static uint64_t Size(uint64_t max_offset, uint64_t max_next, const Config &config);
 
     static uint8_t InlineBits(uint64_t max_offset, uint64_t max_next, const Config &config);
 
diff --git a/klm/lm/binary_format.cc b/klm/lm/binary_format.cc
index a56e998e..efa67056 100644
--- a/klm/lm/binary_format.cc
+++ b/klm/lm/binary_format.cc
@@ -83,7 +83,13 @@ void WriteHeader(void *to, const Parameters &params) {
 uint8_t *SetupJustVocab(const Config &config, uint8_t order, std::size_t memory_size, Backing &backing) {
   if (config.write_mmap) {
     std::size_t total = TotalHeaderSize(order) + memory_size;
-    backing.vocab.reset(util::MapZeroedWrite(config.write_mmap, total, backing.file), total, util::scoped_memory::MMAP_ALLOCATED);
+    backing.file.reset(util::CreateOrThrow(config.write_mmap));
+    if (config.write_method == Config::WRITE_MMAP) {
+      backing.vocab.reset(util::MapZeroedWrite(backing.file.get(), total), total, util::scoped_memory::MMAP_ALLOCATED);
+    } else {
+      util::ResizeOrThrow(backing.file.get(), 0);
+      util::MapAnonymous(total, backing.vocab);
+    }
     strncpy(reinterpret_cast<char*>(backing.vocab.get()), kMagicIncomplete, TotalHeaderSize(order));
     return reinterpret_cast<uint8_t*>(backing.vocab.get()) + TotalHeaderSize(order);
   } else {
@@ -121,12 +127,14 @@ uint8_t *GrowForSearch(const Config &config, std::size_t vocab_pad, std::size_t
 
 void FinishFile(const Config &config, ModelType model_type, unsigned int search_version, const std::vector<uint64_t> &counts, std::size_t vocab_pad, Backing &backing) {
   if (!config.write_mmap) return;
-  util::SyncOrThrow(backing.vocab.get(), backing.vocab.size());
   switch (config.write_method) {
     case Config::WRITE_MMAP:
+      util::SyncOrThrow(backing.vocab.get(), backing.vocab.size());
       util::SyncOrThrow(backing.search.get(), backing.search.size());
       break;
     case Config::WRITE_AFTER:
+      util::SeekOrThrow(backing.file.get(), 0);
+      util::WriteOrThrow(backing.file.get(), backing.vocab.get(), backing.vocab.size());
       util::SeekOrThrow(backing.file.get(), backing.vocab.size() + vocab_pad);
       util::WriteOrThrow(backing.file.get(), backing.search.get(), backing.search.size());
       util::FSyncOrThrow(backing.file.get());
@@ -141,6 +149,10 @@ void FinishFile(const Config &config, ModelType model_type, unsigned int search_
   params.fixed.has_vocabulary = config.include_vocab;
   params.fixed.search_version = search_version;
   WriteHeader(backing.vocab.get(), params);
+  if (config.write_method == Config::WRITE_AFTER) {
+    util::SeekOrThrow(backing.file.get(), 0);
+    util::WriteOrThrow(backing.file.get(), backing.vocab.get(), TotalHeaderSize(counts.size()));
+  }
 }
 
 namespace detail {
@@ -200,10 +212,10 @@ void SeekPastHeader(int fd, const Parameters &params) {
   util::SeekOrThrow(fd, TotalHeaderSize(params.counts.size()));
 }
 
-uint8_t *SetupBinary(const Config &config, const Parameters &params, std::size_t memory_size, Backing &backing) {
+uint8_t *SetupBinary(const Config &config, const Parameters &params, uint64_t memory_size, Backing &backing) {
   const uint64_t file_size = util::SizeFile(backing.file.get());
   // The header is smaller than a page, so we have to map the whole header as well.  
-  std::size_t total_map = TotalHeaderSize(params.counts.size()) + memory_size;
+  std::size_t total_map = util::CheckOverflow(TotalHeaderSize(params.counts.size()) + memory_size);
   if (file_size != util::kBadSize && static_cast<uint64_t>(file_size) < total_map)
     UTIL_THROW(FormatLoadException, "Binary file has size " << file_size << " but the headers say it should be at least " << total_map);
 
diff --git a/klm/lm/binary_format.hh b/klm/lm/binary_format.hh
index dd795f62..bf699d5f 100644
--- a/klm/lm/binary_format.hh
+++ b/klm/lm/binary_format.hh
@@ -70,7 +70,7 @@ void MatchCheck(ModelType model_type, unsigned int search_version, const Paramet
 
 void SeekPastHeader(int fd, const Parameters &params);
 
-uint8_t *SetupBinary(const Config &config, const Parameters &params, std::size_t memory_size, Backing &backing);
+uint8_t *SetupBinary(const Config &config, const Parameters &params, uint64_t memory_size, Backing &backing);
 
 void ComplainAboutARPA(const Config &config, ModelType model_type);
 
@@ -90,7 +90,7 @@ template <class To> void LoadLM(const char *file, const Config &config, To &to)
       new_config.probing_multiplier = params.fixed.probing_multiplier;
       detail::SeekPastHeader(backing.file.get(), params);
       To::UpdateConfigFromBinary(backing.file.get(), params.counts, new_config);
-      std::size_t memory_size = To::Size(params.counts, new_config);
+      uint64_t memory_size = To::Size(params.counts, new_config);
       uint8_t *start = detail::SetupBinary(new_config, params, memory_size, backing);
       to.InitializeFromBinary(start, params, new_config, backing.file.get());
     } else {
diff --git a/klm/lm/build_binary.cc b/klm/lm/build_binary.cc
index c2ca1101..2b8c9d5b 100644
--- a/klm/lm/build_binary.cc
+++ b/klm/lm/build_binary.cc
@@ -8,10 +8,11 @@
 
 #include <math.h>
 #include <stdlib.h>
-#include <unistd.h>
 
 #ifdef WIN32
 #include "util/getopt.hh"
+#else
+#include <unistd.h>
 #endif
 
 namespace lm {
@@ -86,16 +87,16 @@ void ShowSizes(const char *file, const lm::ngram::Config &config) {
   std::vector<uint64_t> counts;
   util::FilePiece f(file);
   lm::ReadARPACounts(f, counts);
-  std::size_t sizes[6];
+  uint64_t sizes[6];
   sizes[0] = ProbingModel::Size(counts, config);
   sizes[1] = RestProbingModel::Size(counts, config);
   sizes[2] = TrieModel::Size(counts, config);
   sizes[3] = QuantTrieModel::Size(counts, config);
   sizes[4] = ArrayTrieModel::Size(counts, config);
   sizes[5] = QuantArrayTrieModel::Size(counts, config);
-  std::size_t max_length = *std::max_element(sizes, sizes + sizeof(sizes) / sizeof(size_t));
-  std::size_t min_length = *std::min_element(sizes, sizes + sizeof(sizes) / sizeof(size_t));
-  std::size_t divide;
+  uint64_t max_length = *std::max_element(sizes, sizes + sizeof(sizes) / sizeof(uint64_t));
+  uint64_t min_length = *std::min_element(sizes, sizes + sizeof(sizes) / sizeof(uint64_t));
+  uint64_t divide;
   char prefix;
   if (min_length < (1 << 10) * 10) {
     prefix = ' ';
diff --git a/klm/lm/max_order.hh b/klm/lm/max_order.hh
index bc8687cd..989f8324 100644
--- a/klm/lm/max_order.hh
+++ b/klm/lm/max_order.hh
@@ -8,5 +8,5 @@
 #define KENLM_MAX_ORDER 6
 #endif
 #ifndef KENLM_ORDER_MESSAGE
-#define KENLM_ORDER_MESSAGE "Edit klm/lm/max_order.hh."
+#define KENLM_ORDER_MESSAGE "If your build system supports changing KENLM_MAX_ORDER, change it there and recompile.  In the KenLM tarball or Moses, use e.g. `bjam --kenlm-max-order=6 -a'.  Otherwise, edit lm/max_order.hh."
 #endif
diff --git a/klm/lm/model.cc b/klm/lm/model.cc
index b46333a4..40af8a63 100644
--- a/klm/lm/model.cc
+++ b/klm/lm/model.cc
@@ -12,6 +12,7 @@
 #include <functional>
 #include <numeric>
 #include <cmath>
+#include <limits>
 
 namespace lm {
 namespace ngram {
@@ -19,17 +20,18 @@ namespace detail {
 
 template <class Search, class VocabularyT> const ModelType GenericModel<Search, VocabularyT>::kModelType = Search::kModelType;
 
-template <class Search, class VocabularyT> size_t GenericModel<Search, VocabularyT>::Size(const std::vector<uint64_t> &counts, const Config &config) {
+template <class Search, class VocabularyT> uint64_t GenericModel<Search, VocabularyT>::Size(const std::vector<uint64_t> &counts, const Config &config) {
   return VocabularyT::Size(counts[0], config) + Search::Size(counts, config);
 }
 
 template <class Search, class VocabularyT> void GenericModel<Search, VocabularyT>::SetupMemory(void *base, const std::vector<uint64_t> &counts, const Config &config) {
+  size_t goal_size = util::CheckOverflow(Size(counts, config));
   uint8_t *start = static_cast<uint8_t*>(base);
   size_t allocated = VocabularyT::Size(counts[0], config);
   vocab_.SetupMemory(start, allocated, counts[0], config);
   start += allocated;
   start = search_.SetupMemory(start, counts, config);
-  if (static_cast<std::size_t>(start - static_cast<uint8_t*>(base)) != Size(counts, config)) UTIL_THROW(FormatLoadException, "The data structures took " << (start - static_cast<uint8_t*>(base)) << " but Size says they should take " << Size(counts, config));
+  if (static_cast<std::size_t>(start - static_cast<uint8_t*>(base)) != goal_size) UTIL_THROW(FormatLoadException, "The data structures took " << (start - static_cast<uint8_t*>(base)) << " but Size says they should take " << goal_size);
 }
 
 template <class Search, class VocabularyT> GenericModel<Search, VocabularyT>::GenericModel(const char *file, const Config &config) {
@@ -49,13 +51,18 @@ template <class Search, class VocabularyT> GenericModel<Search, VocabularyT>::Ge
 }
 
 namespace {
-void CheckMaxOrder(size_t order) {
-  UTIL_THROW_IF(order > KENLM_MAX_ORDER, FormatLoadException, "This model has order " << order << " but KenLM was compiled to support up to " << KENLM_MAX_ORDER << ".  " << KENLM_ORDER_MESSAGE);
+void CheckCounts(const std::vector<uint64_t> &counts) {
+  UTIL_THROW_IF(counts.size() > KENLM_MAX_ORDER, FormatLoadException, "This model has order " << counts.size() << " but KenLM was compiled to support up to " << KENLM_MAX_ORDER << ".  " << KENLM_ORDER_MESSAGE);
+  if (sizeof(uint64_t) > sizeof(std::size_t)) {
+    for (std::vector<uint64_t>::const_iterator i = counts.begin(); i != counts.end(); ++i) {
+      UTIL_THROW_IF(*i > static_cast<uint64_t>(std::numeric_limits<size_t>::max()), util::OverflowException, "This model has " << *i << " " << (i - counts.begin() + 1) << "-grams which is too many for 32-bit machines.");
+    }
+  }
 }
 } // namespace
 
 template <class Search, class VocabularyT> void GenericModel<Search, VocabularyT>::InitializeFromBinary(void *start, const Parameters &params, const Config &config, int fd) {
-  CheckMaxOrder(params.counts.size());
+  CheckCounts(params.counts);
   SetupMemory(start, params.counts, config);
   vocab_.LoadedBinary(params.fixed.has_vocabulary, fd, config.enumerate_vocab);
   search_.LoadedBinary();
@@ -68,11 +75,11 @@ template <class Search, class VocabularyT> void GenericModel<Search, VocabularyT
     std::vector<uint64_t> counts;
     // File counts do not include pruned trigrams that extend to quadgrams etc.   These will be fixed by search_.
     ReadARPACounts(f, counts);
-    CheckMaxOrder(counts.size());
+    CheckCounts(counts);
     if (counts.size() < 2) UTIL_THROW(FormatLoadException, "This ngram implementation assumes at least a bigram model.");
     if (config.probing_multiplier <= 1.0) UTIL_THROW(ConfigException, "probing multiplier must be > 1.0");
 
-    std::size_t vocab_size = VocabularyT::Size(counts[0], config);
+    std::size_t vocab_size = util::CheckOverflow(VocabularyT::Size(counts[0], config));
     // Setup the binary file for writing the vocab lookup table.  The search_ is responsible for growing the binary file to its needs.  
     vocab_.SetupMemory(SetupJustVocab(config, counts.size(), vocab_size, backing_), vocab_size, counts[0], config);
 
diff --git a/klm/lm/model.hh b/klm/lm/model.hh
index 6dee9419..13ff864e 100644
--- a/klm/lm/model.hh
+++ b/klm/lm/model.hh
@@ -41,7 +41,7 @@ template <class Search, class VocabularyT> class GenericModel : public base::Mod
      * does not include small non-mapped control structures, such as this class
      * itself.  
      */
-    static size_t Size(const std::vector<uint64_t> &counts, const Config &config = Config());
+    static uint64_t Size(const std::vector<uint64_t> &counts, const Config &config = Config());
 
     /* Load the model from a file.  It may be an ARPA or binary file.  Binary
      * files must have the format expected by this class or you'll get an
diff --git a/klm/lm/quantize.hh b/klm/lm/quantize.hh
index abed0112..8ce2378a 100644
--- a/klm/lm/quantize.hh
+++ b/klm/lm/quantize.hh
@@ -24,7 +24,7 @@ class DontQuantize {
   public:
     static const ModelType kModelTypeAdd = static_cast<ModelType>(0);
     static void UpdateConfigFromBinary(int, const std::vector<uint64_t> &, Config &) {}
-    static std::size_t Size(uint8_t /*order*/, const Config &/*config*/) { return 0; }
+    static uint64_t Size(uint8_t /*order*/, const Config &/*config*/) { return 0; }
     static uint8_t MiddleBits(const Config &/*config*/) { return 63; }
     static uint8_t LongestBits(const Config &/*config*/) { return 31; }
 
@@ -138,9 +138,9 @@ class SeparatelyQuantize {
 
     static void UpdateConfigFromBinary(int fd, const std::vector<uint64_t> &counts, Config &config);
 
-    static std::size_t Size(uint8_t order, const Config &config) {
-      size_t longest_table = (static_cast<size_t>(1) << static_cast<size_t>(config.prob_bits)) * sizeof(float);
-      size_t middle_table = (static_cast<size_t>(1) << static_cast<size_t>(config.backoff_bits)) * sizeof(float) + longest_table;
+    static uint64_t Size(uint8_t order, const Config &config) {
+      uint64_t longest_table = (static_cast<uint64_t>(1) << static_cast<uint64_t>(config.prob_bits)) * sizeof(float);
+      uint64_t middle_table = (static_cast<uint64_t>(1) << static_cast<uint64_t>(config.backoff_bits)) * sizeof(float) + longest_table;
       // unigrams are currently not quantized so no need for a table.  
       return (order - 2) * middle_table + longest_table + /* for the bit counts and alignment padding) */ 8;
     }
diff --git a/klm/lm/read_arpa.cc b/klm/lm/read_arpa.cc
index 70727e4c..b709fef9 100644
--- a/klm/lm/read_arpa.cc
+++ b/klm/lm/read_arpa.cc
@@ -2,12 +2,13 @@
 
 #include "lm/blank.hh"
 
+#include <cmath>
 #include <cstdlib>
 #include <iostream>
+#include <sstream>
 #include <vector>
 
 #include <ctype.h>
-#include <math.h>
 #include <string.h>
 #include <stdint.h>
 
@@ -31,6 +32,15 @@ bool IsEntirelyWhiteSpace(const StringPiece &line) {
 
 const char kBinaryMagic[] = "mmap lm http://kheafield.com/code";
 
+// strtoull isn't portable enough :-(
+uint64_t ReadCount(const std::string &from) {
+  std::stringstream stream(from);
+  uint64_t ret;
+  stream >> ret;
+  UTIL_THROW_IF(!stream, FormatLoadException, "Bad count " << from);
+  return ret;
+}
+
 } // namespace
 
 void ReadARPACounts(util::FilePiece &in, std::vector<uint64_t> &number) {
@@ -52,15 +62,11 @@ void ReadARPACounts(util::FilePiece &in, std::vector<uint64_t> &number) {
     // So strtol doesn't go off the end of line.  
     std::string remaining(line.data() + 6, line.size() - 6);
     char *end_ptr;
-    unsigned long int length = std::strtol(remaining.c_str(), &end_ptr, 10);
+    unsigned int length = std::strtol(remaining.c_str(), &end_ptr, 10);
     if ((end_ptr == remaining.c_str()) || (length - 1 != number.size())) UTIL_THROW(FormatLoadException, "ngram count lengths should be consecutive starting with 1: " << line);
     if (*end_ptr != '=') UTIL_THROW(FormatLoadException, "Expected = immediately following the first number in the count line " << line);
     ++end_ptr;
-    const char *start = end_ptr;
-    long int count = std::strtol(start, &end_ptr, 10);
-    if (count < 0) UTIL_THROW(FormatLoadException, "Negative n-gram count " << count);
-    if (start == end_ptr) UTIL_THROW(FormatLoadException, "Couldn't parse n-gram count from " << line);
-    number.push_back(count);
+    number.push_back(ReadCount(end_ptr));
   }
 }
 
@@ -103,7 +109,7 @@ void ReadBackoff(util::FilePiece &in, float &backoff) {
 		int float_class = _fpclass(backoff);
         UTIL_THROW_IF(float_class == _FPCLASS_SNAN || float_class == _FPCLASS_QNAN || float_class == _FPCLASS_NINF || float_class == _FPCLASS_PINF, FormatLoadException, "Bad backoff " << backoff);
 #else
-        int float_class = fpclassify(backoff);
+        int float_class = std::fpclassify(backoff);
         UTIL_THROW_IF(float_class == FP_NAN || float_class == FP_INFINITE, FormatLoadException, "Bad backoff " << backoff);
 #endif
       }
diff --git a/klm/lm/search_hashed.cc b/klm/lm/search_hashed.cc
index 13942309..a1623834 100644
--- a/klm/lm/search_hashed.cc
+++ b/klm/lm/search_hashed.cc
@@ -234,7 +234,7 @@ template <> void HashedSearch<BackoffValue>::DispatchBuild(util::FilePiece &f, c
   ApplyBuild(f, counts, config, vocab, warn, build);
 }
 
-template <> void HashedSearch<RestValue>::DispatchBuild(util::FilePiece &f, const std::vector<uint64_t> &counts, const Config &config, const      ProbingVocabulary &vocab, PositiveProbWarn &warn) {
+template <> void HashedSearch<RestValue>::DispatchBuild(util::FilePiece &f, const std::vector<uint64_t> &counts, const Config &config, const ProbingVocabulary &vocab, PositiveProbWarn &warn) {
   switch (config.rest_function) {
     case Config::REST_MAX:
       {
diff --git a/klm/lm/search_hashed.hh b/klm/lm/search_hashed.hh
index 7e8c1220..a52f107b 100644
--- a/klm/lm/search_hashed.hh
+++ b/klm/lm/search_hashed.hh
@@ -74,8 +74,8 @@ template <class Value> class HashedSearch {
     // TODO: move probing_multiplier here with next binary file format update.  
     static void UpdateConfigFromBinary(int, const std::vector<uint64_t> &, Config &) {}
 
-    static std::size_t Size(const std::vector<uint64_t> &counts, const Config &config) {
-      std::size_t ret = Unigram::Size(counts[0]);
+    static uint64_t Size(const std::vector<uint64_t> &counts, const Config &config) {
+      uint64_t ret = Unigram::Size(counts[0]);
       for (unsigned char n = 1; n < counts.size() - 1; ++n) {
         ret += Middle::Size(counts[n], config.probing_multiplier);
       }
@@ -160,8 +160,8 @@ template <class Value> class HashedSearch {
 #endif
       {}
 
-        static std::size_t Size(uint64_t count) {
-          return (count + 1) * sizeof(ProbBackoff); // +1 for hallucinate <unk>
+        static uint64_t Size(uint64_t count) {
+          return (count + 1) * sizeof(typename Value::Weights); // +1 for hallucinate <unk>
         }
 
         const typename Value::Weights &Lookup(WordIndex index) const {
diff --git a/klm/lm/search_trie.cc b/klm/lm/search_trie.cc
index 832cc9f7..debcfd07 100644
--- a/klm/lm/search_trie.cc
+++ b/klm/lm/search_trie.cc
@@ -89,7 +89,7 @@ class BackoffMessages {
         if (!HasExtension(weights.backoff)) {
           weights.backoff = kExtensionBackoff;
           UTIL_THROW_IF(fseek(unigrams, -sizeof(weights), SEEK_CUR), util::ErrnoException, "Seeking backwards to denote unigram extension failed.");
-          WriteOrThrow(unigrams, &weights, sizeof(weights));
+          util::WriteOrThrow(unigrams, &weights, sizeof(weights));
         }
         const ProbPointer &write_to = *reinterpret_cast<const ProbPointer*>(current_ + sizeof(WordIndex));
         base[write_to.array][write_to.index] += weights.backoff;
diff --git a/klm/lm/search_trie.hh b/klm/lm/search_trie.hh
index 10b22ab1..1264baf5 100644
--- a/klm/lm/search_trie.hh
+++ b/klm/lm/search_trie.hh
@@ -44,8 +44,8 @@ template <class Quant, class Bhiksha> class TrieSearch {
       Bhiksha::UpdateConfigFromBinary(fd, config);
     }
 
-    static std::size_t Size(const std::vector<uint64_t> &counts, const Config &config) {
-      std::size_t ret = Quant::Size(counts.size(), config) + Unigram::Size(counts[0]);
+    static uint64_t Size(const std::vector<uint64_t> &counts, const Config &config) {
+      uint64_t ret = Quant::Size(counts.size(), config) + Unigram::Size(counts[0]);
       for (unsigned char i = 1; i < counts.size() - 1; ++i) {
         ret += Middle::Size(Quant::MiddleBits(config), counts[i], counts[0], counts[i+1], config);
       }
diff --git a/klm/lm/sri_test.cc b/klm/lm/sri_test.cc
deleted file mode 100644
index e697d722..00000000
--- a/klm/lm/sri_test.cc
+++ /dev/null
@@ -1,65 +0,0 @@
-#include "lm/sri.hh"
-
-#include <stdlib.h>
-
-#define BOOST_TEST_MODULE SRITest
-#include <boost/test/unit_test.hpp>
-
-namespace lm {
-namespace sri {
-namespace {
-
-#define StartTest(word, ngram, score) \
-  ret = model.FullScore( \
-      state, \
-      model.GetVocabulary().Index(word), \
-      out);\
-  BOOST_CHECK_CLOSE(score, ret.prob, 0.001); \
-  BOOST_CHECK_EQUAL(static_cast<unsigned int>(ngram), ret.ngram_length); \
-  BOOST_CHECK_EQUAL(std::min<unsigned char>(ngram, 5 - 1), out.valid_length_);
-
-#define AppendTest(word, ngram, score) \
-  StartTest(word, ngram, score) \
-  state = out;
-
-template <class M> void Starters(M &model) {
-  FullScoreReturn ret;
-  Model::State state(model.BeginSentenceState());
-  Model::State out;
-
-  StartTest("looking", 2, -0.4846522);
-
-  // , probability plus <s> backoff
-  StartTest(",", 1, -1.383514 + -0.4149733);
-  // <unk> probability plus <s> backoff
-  StartTest("this_is_not_found", 0, -1.995635 + -0.4149733);
-}
-
-template <class M> void Continuation(M &model) {
-  FullScoreReturn ret;
-  Model::State state(model.BeginSentenceState());
-  Model::State out;
-
-  AppendTest("looking", 2, -0.484652);
-  AppendTest("on", 3, -0.348837);
-  AppendTest("a", 4, -0.0155266);
-  AppendTest("little", 5, -0.00306122);
-  State preserve = state;
-  AppendTest("the", 1, -4.04005);
-  AppendTest("biarritz", 1, -1.9889);
-  AppendTest("not_found", 0, -2.29666);
-  AppendTest("more", 1, -1.20632);
-  AppendTest(".", 2, -0.51363);
-  AppendTest("</s>", 3, -0.0191651);
-
-  state = preserve;
-  AppendTest("more", 5, -0.00181395);
-  AppendTest("loin", 5, -0.0432557);
-}
-
-BOOST_AUTO_TEST_CASE(starters) { Model m("test.arpa", 5); Starters(m); }
-BOOST_AUTO_TEST_CASE(continuation) { Model m("test.arpa", 5); Continuation(m); }
-
-} // namespace
-} // namespace sri
-} // namespace lm
diff --git a/klm/lm/state.hh b/klm/lm/state.hh
index 830e40aa..551510a8 100644
--- a/klm/lm/state.hh
+++ b/klm/lm/state.hh
@@ -47,6 +47,8 @@ class State {
     unsigned char length;
 };
 
+typedef State Right;
+
 inline uint64_t hash_value(const State &state, uint64_t seed = 0) {
   return util::MurmurHashNative(state.words, sizeof(WordIndex) * state.length, seed);
 }
diff --git a/klm/lm/trie.cc b/klm/lm/trie.cc
index 0f1ca574..d9895f89 100644
--- a/klm/lm/trie.cc
+++ b/klm/lm/trie.cc
@@ -36,7 +36,7 @@ bool FindBitPacked(const void *base, uint64_t key_mask, uint8_t key_bits, uint8_
 }
 } // namespace
 
-std::size_t BitPacked::BaseSize(uint64_t entries, uint64_t max_vocab, uint8_t remaining_bits) {
+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
@@ -57,7 +57,7 @@ void BitPacked::BaseInit(void *base, uint64_t max_vocab, uint8_t remaining_bits)
   max_vocab_ = max_vocab;
 }
 
-template <class Bhiksha> std::size_t BitPackedMiddle<Bhiksha>::Size(uint8_t quant_bits, uint64_t entries, uint64_t max_vocab, uint64_t max_ptr, const Config &config) {
+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));
 }
 
diff --git a/klm/lm/trie.hh b/klm/lm/trie.hh
index 034a1414..9ea3c546 100644
--- a/klm/lm/trie.hh
+++ b/klm/lm/trie.hh
@@ -49,7 +49,7 @@ class Unigram {
       unigram_ = static_cast<UnigramValue*>(start);
     }
     
-    static std::size_t Size(uint64_t count) {
+    static uint64_t Size(uint64_t count) {
       // +1 in case unknown doesn't appear.  +1 for the final next.  
       return (count + 2) * sizeof(UnigramValue);
     }
@@ -84,7 +84,7 @@ class BitPacked {
     }
 
   protected:
-    static std::size_t BaseSize(uint64_t entries, uint64_t max_vocab, uint8_t remaining_bits);
+    static uint64_t BaseSize(uint64_t entries, uint64_t max_vocab, uint8_t remaining_bits);
 
     void BaseInit(void *base, uint64_t max_vocab, uint8_t remaining_bits);
 
@@ -99,7 +99,7 @@ class BitPacked {
 
 template <class Bhiksha> class BitPackedMiddle : public BitPacked {
   public:
-    static std::size_t Size(uint8_t quant_bits, uint64_t entries, uint64_t max_vocab, uint64_t max_next, const Config &config);
+    static uint64_t Size(uint8_t quant_bits, uint64_t entries, uint64_t max_vocab, uint64_t max_next, const Config &config);
 
     // next_source need not be initialized.  
     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);
@@ -128,7 +128,7 @@ template <class Bhiksha> class BitPackedMiddle : public BitPacked {
 
 class BitPackedLongest : public BitPacked {
   public:
-    static std::size_t Size(uint8_t quant_bits, uint64_t entries, uint64_t max_vocab) {
+    static uint64_t Size(uint8_t quant_bits, uint64_t entries, uint64_t max_vocab) {
       return BaseSize(entries, max_vocab, quant_bits);
     }
 
diff --git a/klm/lm/trie_sort.cc b/klm/lm/trie_sort.cc
index 0d83221e..8663e94e 100644
--- a/klm/lm/trie_sort.cc
+++ b/klm/lm/trie_sort.cc
@@ -22,12 +22,6 @@
 namespace lm {
 namespace ngram {
 namespace trie {
-
-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;
@@ -95,12 +89,12 @@ FILE *WriteContextFile(uint8_t *begin, uint8_t *end, const util::TempMaker &make
   // 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 out.release();
   PartialIter i(context_begin);
-  WriteOrThrow(out.get(), i->Data(), context_size);
+  util::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);
+      util::WriteOrThrow(out.get(), i->Data(), context_size);
       previous = i->Data();
     }
   }
@@ -116,7 +110,7 @@ struct ThrowCombine {
 // 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);
+    util::WriteOrThrow(out, first, entry_size);
   }
 };
 
@@ -129,10 +123,10 @@ template <class Combine> FILE *MergeSortedFiles(FILE *first_file, FILE *second_f
   EntryCompare less(order);
   while (first && second) {
     if (less(first.Data(), second.Data())) {
-      WriteOrThrow(out_file.get(), first.Data(), entry_size);
+      util::WriteOrThrow(out_file.get(), first.Data(), entry_size);
       ++first;
     } else if (less(second.Data(), first.Data())) {
-      WriteOrThrow(out_file.get(), second.Data(), entry_size);
+      util::WriteOrThrow(out_file.get(), second.Data(), entry_size);
       ++second;
     } else {
       combine(entry_size, first.Data(), second.Data(), out_file.get());
@@ -140,7 +134,7 @@ template <class Combine> FILE *MergeSortedFiles(FILE *first_file, FILE *second_f
     }
   }
   for (RecordReader &remains = (first ? first : second); remains; ++remains) {
-    WriteOrThrow(out_file.get(), remains.Data(), entry_size);
+    util::WriteOrThrow(out_file.get(), remains.Data(), entry_size);
   }
   return out_file.release();
 }
@@ -164,7 +158,7 @@ void RecordReader::Init(FILE *file, std::size_t entry_size) {
 void RecordReader::Overwrite(const void *start, std::size_t amount) {
   long internal = (uint8_t*)start - (uint8_t*)data_.get();
   UTIL_THROW_IF(fseek(file_, internal - entry_size_, SEEK_CUR), util::ErrnoException, "Couldn't seek backwards for revision");
-  WriteOrThrow(file_, start, amount);
+  util::WriteOrThrow(file_, start, amount);
   long forward = entry_size_ - internal - amount;
 #if !defined(_WIN32) && !defined(_WIN64)
   if (forward) 
diff --git a/klm/lm/trie_sort.hh b/klm/lm/trie_sort.hh
index 1e6fce51..2197b80c 100644
--- a/klm/lm/trie_sort.hh
+++ b/klm/lm/trie_sort.hh
@@ -29,8 +29,6 @@ struct Config;
 
 namespace trie {
 
-void WriteOrThrow(FILE *to, const void *data, size_t size);
-
 class EntryCompare : public std::binary_function<const void*, const void*, bool> {
   public:
     explicit EntryCompare(unsigned char order) : order_(order) {}
diff --git a/klm/lm/vocab.cc b/klm/lm/vocab.cc
index 5de68f16..398475be 100644
--- a/klm/lm/vocab.cc
+++ b/klm/lm/vocab.cc
@@ -87,7 +87,7 @@ void WriteWordsWrapper::Write(int fd) {
 
 SortedVocabulary::SortedVocabulary() : begin_(NULL), end_(NULL), enumerate_(NULL) {}
 
-std::size_t SortedVocabulary::Size(std::size_t entries, const Config &/*config*/) {
+uint64_t SortedVocabulary::Size(uint64_t entries, const Config &/*config*/) {
   // Lead with the number of entries.  
   return sizeof(uint64_t) + sizeof(uint64_t) * entries;
 }
@@ -165,7 +165,7 @@ struct ProbingVocabularyHeader {
 
 ProbingVocabulary::ProbingVocabulary() : enumerate_(NULL) {}
 
-std::size_t ProbingVocabulary::Size(std::size_t entries, const Config &config) {
+uint64_t ProbingVocabulary::Size(uint64_t entries, const Config &config) {
   return ALIGN8(sizeof(detail::ProbingVocabularyHeader)) + Lookup::Size(entries, config.probing_multiplier);
 }
 
diff --git a/klm/lm/vocab.hh b/klm/lm/vocab.hh
index a25432f9..074cd446 100644
--- a/klm/lm/vocab.hh
+++ b/klm/lm/vocab.hh
@@ -62,7 +62,7 @@ class SortedVocabulary : public base::Vocabulary {
     }
 
     // Size for purposes of file writing
-    static size_t Size(std::size_t entries, const Config &config);
+    static uint64_t Size(uint64_t entries, const Config &config);
 
     // Vocab words are [0, Bound())  Only valid after FinishedLoading/LoadedBinary.  
     WordIndex Bound() const { return bound_; }
@@ -129,7 +129,7 @@ class ProbingVocabulary : public base::Vocabulary {
       return lookup_.Find(detail::HashForVocab(str), i) ? i->value : 0;
     }
 
-    static size_t Size(std::size_t entries, const Config &config);
+    static uint64_t Size(uint64_t entries, const Config &config);
 
     // Vocab words are [0, Bound()).  
     WordIndex Bound() const { return bound_; }
diff --git a/klm/lm/word_index.hh b/klm/lm/word_index.hh
index 67841c30..e09557a7 100644
--- a/klm/lm/word_index.hh
+++ b/klm/lm/word_index.hh
@@ -2,8 +2,11 @@
 #ifndef LM_WORD_INDEX__
 #define LM_WORD_INDEX__
 
+#include <limits.h>
+
 namespace lm {
 typedef unsigned int WordIndex;
+const WordIndex kMaxWordIndex = UINT_MAX;
 } // namespace lm
 
 typedef lm::WordIndex LMWordIndex;
diff --git a/klm/util/ersatz_progress.cc b/klm/util/ersatz_progress.cc
index 07b14e26..eb635ad8 100644
--- a/klm/util/ersatz_progress.cc
+++ b/klm/util/ersatz_progress.cc
@@ -9,16 +9,16 @@ namespace util {
 
 namespace { const unsigned char kWidth = 100; }
 
-ErsatzProgress::ErsatzProgress() : current_(0), next_(std::numeric_limits<std::size_t>::max()), complete_(next_), out_(NULL) {}
+ErsatzProgress::ErsatzProgress() : current_(0), next_(std::numeric_limits<uint64_t>::max()), complete_(next_), out_(NULL) {}
 
 ErsatzProgress::~ErsatzProgress() {
   if (out_) Finished();
 }
 
-ErsatzProgress::ErsatzProgress(std::size_t complete, std::ostream *to, const std::string &message) 
+ErsatzProgress::ErsatzProgress(uint64_t complete, std::ostream *to, const std::string &message) 
   : current_(0), next_(complete / kWidth), complete_(complete), stones_written_(0), out_(to) {
   if (!out_) {
-    next_ = std::numeric_limits<std::size_t>::max();
+    next_ = std::numeric_limits<uint64_t>::max();
     return;
   }
   if (!message.empty()) *out_ << message << '\n';
@@ -28,14 +28,14 @@ ErsatzProgress::ErsatzProgress(std::size_t complete, std::ostream *to, const std
 void ErsatzProgress::Milestone() {
   if (!out_) { current_ = 0; return; }
   if (!complete_) return;
-  unsigned char stone = std::min(static_cast<std::size_t>(kWidth), (current_ * kWidth) / complete_);
+  unsigned char stone = std::min(static_cast<uint64_t>(kWidth), (current_ * kWidth) / complete_);
 
   for (; stones_written_ < stone; ++stones_written_) {
     (*out_) << '*';
   }
   if (stone == kWidth) {
     (*out_) << std::endl;
-    next_ = std::numeric_limits<std::size_t>::max();
+    next_ = std::numeric_limits<uint64_t>::max();
     out_ = NULL;
   } else {
     next_ = std::max(next_, (stone * complete_) / kWidth);
diff --git a/klm/util/ersatz_progress.hh b/klm/util/ersatz_progress.hh
index f709dc51..ff4d590f 100644
--- a/klm/util/ersatz_progress.hh
+++ b/klm/util/ersatz_progress.hh
@@ -4,6 +4,8 @@
 #include <iostream>
 #include <string>
 
+#include <inttypes.h>
+
 // Ersatz version of boost::progress so core language model doesn't depend on
 // boost.  Also adds option to print nothing.  
 
@@ -14,7 +16,7 @@ class ErsatzProgress {
     ErsatzProgress();
 
     // Null means no output.  The null value is useful for passing along the ostream pointer from another caller.   
-    explicit ErsatzProgress(std::size_t complete, std::ostream *to = &std::cerr, const std::string &message = "");
+    explicit ErsatzProgress(uint64_t complete, std::ostream *to = &std::cerr, const std::string &message = "");
 
     ~ErsatzProgress();
 
@@ -23,12 +25,12 @@ class ErsatzProgress {
       return *this;
     }
 
-    ErsatzProgress &operator+=(std::size_t amount) {
+    ErsatzProgress &operator+=(uint64_t amount) {
       if ((current_ += amount) >= next_) Milestone();
       return *this;
     }
 
-    void Set(std::size_t to) {
+    void Set(uint64_t to) {
       if ((current_ = to) >= next_) Milestone();
       Milestone();
     }
@@ -40,7 +42,7 @@ class ErsatzProgress {
   private:
     void Milestone();
 
-    std::size_t current_, next_, complete_;
+    uint64_t current_, next_, complete_;
     unsigned char stones_written_;
     std::ostream *out_;
 
diff --git a/klm/util/exception.cc b/klm/util/exception.cc
index c4f8c04c..3806e6de 100644
--- a/klm/util/exception.cc
+++ b/klm/util/exception.cc
@@ -84,4 +84,7 @@ EndOfFileException::EndOfFileException() throw() {
 }
 EndOfFileException::~EndOfFileException() throw() {}
 
+OverflowException::OverflowException() throw() {}
+OverflowException::~OverflowException() throw() {}
+
 } // namespace util
diff --git a/klm/util/exception.hh b/klm/util/exception.hh
index 6d6a37cb..83f99cd6 100644
--- a/klm/util/exception.hh
+++ b/klm/util/exception.hh
@@ -2,9 +2,12 @@
 #define UTIL_EXCEPTION__
 
 #include <exception>
+#include <limits>
 #include <sstream>
 #include <string>
 
+#include <inttypes.h>
+
 namespace util {
 
 template <class Except, class Data> typename Except::template ExceptionTag<Except&>::Identity operator<<(Except &e, const Data &data);
@@ -111,6 +114,25 @@ class EndOfFileException : public Exception {
     ~EndOfFileException() throw();
 };
 
+class OverflowException : public Exception {
+  public:
+    OverflowException() throw();
+    ~OverflowException() throw();
+};
+
+template <unsigned len> inline std::size_t CheckOverflowInternal(uint64_t value) {
+  UTIL_THROW_IF(value > static_cast<uint64_t>(std::numeric_limits<std::size_t>::max()), OverflowException, "Integer overflow detected.  This model is too big for 32-bit code.");
+  return value;
+}
+
+template <> inline std::size_t CheckOverflowInternal<8>(uint64_t value) {
+  return value;
+}
+
+inline std::size_t CheckOverflow(uint64_t value) {
+  return CheckOverflowInternal<sizeof(std::size_t)>(value);
+}
+
 } // namespace util
 
 #endif // UTIL_EXCEPTION__
diff --git a/klm/util/file.cc b/klm/util/file.cc
index 98f13983..6bf879ac 100644
--- a/klm/util/file.cc
+++ b/klm/util/file.cc
@@ -6,6 +6,7 @@
 #include <cstdio>
 #include <iostream>
 
+#include <assert.h>
 #include <sys/types.h>
 #include <sys/stat.h>
 #include <fcntl.h>
@@ -111,6 +112,11 @@ void WriteOrThrow(int fd, const void *data_void, std::size_t size) {
   }
 }
 
+void WriteOrThrow(FILE *to, const void *data, std::size_t size) {
+  assert(size);
+  if (1 != std::fwrite(data, size, 1, to)) UTIL_THROW(util::ErrnoException, "Short write; requested size " << size);
+}
+
 void FSyncOrThrow(int fd) {
 // Apparently windows doesn't have fsync?  
 #if !defined(_WIN32) && !defined(_WIN64)
@@ -119,8 +125,13 @@ void FSyncOrThrow(int fd) {
 }
 
 namespace {
-void InternalSeek(int fd, off_t off, int whence) {
+void InternalSeek(int fd, int64_t off, int whence) {
+#if defined(_WIN32) || defined(_WIN64)
+  UTIL_THROW_IF((__int64)-1 == _lseeki64(fd, off, whence), ErrnoException, "Windows seek failed");
+
+#else
   UTIL_THROW_IF((off_t)-1 == lseek(fd, off, whence), ErrnoException, "Seek failed");
+#endif
 }
 } // namespace
 
@@ -143,6 +154,12 @@ std::FILE *FDOpenOrThrow(scoped_fd &file) {
   return ret;
 }
 
+std::FILE *FOpenOrThrow(const char *path, const char *mode) {
+  std::FILE *ret;
+  UTIL_THROW_IF(!(ret = fopen(path, mode)), util::ErrnoException, "Could not fopen " << path << " for " << mode);
+  return ret;
+}
+
 TempMaker::TempMaker(const std::string &prefix) : base_(prefix) {
   base_ += "XXXXXX";
 }
@@ -242,7 +259,9 @@ mkstemp_and_unlink(char *tmpl)
 
     /* Modified for windows and to unlink */
     //      fd = open (tmpl, O_RDWR | O_CREAT | O_EXCL, _S_IREAD | _S_IWRITE);
-    fd = _open (tmpl, _O_RDWR | _O_CREAT | _O_TEMPORARY | _O_EXCL | _O_BINARY, _S_IREAD | _S_IWRITE);
+    int flags = _O_RDWR | _O_CREAT | _O_EXCL | _O_BINARY;
+    flags |= _O_TEMPORARY;
+    fd = _open (tmpl, flags, _S_IREAD | _S_IWRITE);
     if (fd >= 0)
     {
       errno = save_errno;
@@ -260,17 +279,18 @@ mkstemp_and_unlink(char *tmpl)
 int
 mkstemp_and_unlink(char *tmpl) {
   int ret = mkstemp(tmpl);
-  if (ret == -1) return -1;
-  UTIL_THROW_IF(unlink(tmpl), util::ErrnoException, "Failed to delete " << tmpl);
+  if (ret != -1) {
+    UTIL_THROW_IF(unlink(tmpl), util::ErrnoException, "Failed to delete " << tmpl);
+  }
   return ret;
 }
 #endif
 
 int TempMaker::Make() const {
-  std::string copy(base_);
-  copy.push_back(0);
+  std::string name(base_);
+  name.push_back(0);
   int ret;
-  UTIL_THROW_IF(-1 == (ret = mkstemp_and_unlink(&copy[0])), util::ErrnoException, "Failed to make a temporary based on " << base_);
+  UTIL_THROW_IF(-1 == (ret = mkstemp_and_unlink(&name[0])), util::ErrnoException, "Failed to make a temporary based on " << base_);
   return ret;
 }
 
diff --git a/klm/util/file.hh b/klm/util/file.hh
index 8af1ff4f..185cb1f3 100644
--- a/klm/util/file.hh
+++ b/klm/util/file.hh
@@ -80,6 +80,7 @@ void ReadOrThrow(int fd, void *to, std::size_t size);
 std::size_t ReadOrEOF(int fd, void *to_void, std::size_t amount);
 
 void WriteOrThrow(int fd, const void *data_void, std::size_t size);
+void WriteOrThrow(FILE *to, const void *data, std::size_t size);
 
 void FSyncOrThrow(int fd);
 
@@ -90,6 +91,8 @@ void SeekEnd(int fd);
 
 std::FILE *FDOpenOrThrow(scoped_fd &file);
 
+std::FILE *FOpenOrThrow(const char *path, const char *mode);
+
 class TempMaker {
   public:
     explicit TempMaker(const std::string &prefix);
@@ -98,9 +101,6 @@ class TempMaker {
     int Make() const;
     std::FILE *MakeFile() const;
 
-    // This will force you to close the fd instead of leaving it open.  
-    std::string Name(scoped_fd &opened) const;
-
   private:
     std::string base_;
 };
diff --git a/klm/util/file_piece.cc b/klm/util/file_piece.cc
index af341d6d..280f438c 100644
--- a/klm/util/file_piece.cc
+++ b/klm/util/file_piece.cc
@@ -5,13 +5,14 @@
 #include "util/mmap.hh"
 #ifdef WIN32
 #include <io.h>
+#else
+#include <unistd.h>
 #endif // WIN32
 
 #include <iostream>
 #include <string>
 #include <limits>
 
-#include <unistd.h>
 #include <assert.h>
 #include <ctype.h>
 #include <fcntl.h>
diff --git a/klm/util/probing_hash_table.hh b/klm/util/probing_hash_table.hh
index 3354b68e..770faa7e 100644
--- a/klm/util/probing_hash_table.hh
+++ b/klm/util/probing_hash_table.hh
@@ -8,6 +8,7 @@
 #include <functional>
 
 #include <assert.h>
+#include <inttypes.h>
 
 namespace util {
 
@@ -42,8 +43,8 @@ template <class EntryT, class HashT, class EqualT = std::equal_to<typename Entry
     typedef EqualT Equal;
 
   public:
-    static std::size_t Size(std::size_t entries, float multiplier) {
-      std::size_t buckets = std::max(entries + 1, static_cast<std::size_t>(multiplier * static_cast<float>(entries)));
+    static uint64_t Size(uint64_t entries, float multiplier) {
+      uint64_t buckets = std::max(entries + 1, static_cast<uint64_t>(multiplier * static_cast<float>(entries)));
       return buckets * sizeof(Entry);
     }