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diff --git a/main/.buildinfo b/main/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: db95eafa1250a99affece3a7ba5b7280
+config: 442fdcf2ba2b4a484439844000dd9759
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/main/.doctrees/api/file_src_translator_byte_array_util.cpp.doctree b/main/.doctrees/api/file_src_translator_byte_array_util.cpp.doctree
diff --git a/main/.doctrees/api/file_src_translator_html.cpp.doctree b/main/.doctrees/api/file_src_translator_html.cpp.doctree
diff --git a/.../.doctrees/api/function_byte__array__util_8cpp_1aa1b8190848999386b1c9f918eb7e32bc.doctree b/.../.doctrees/api/function_byte__array__util_8cpp_1aa1b8190848999386b1c9f918eb7e32bc.doctree
diff --git a/.../.doctrees/api/function_byte__array__util_8cpp_1ac17b7705d71079521a1e6db2059ada4f.doctree b/.../.doctrees/api/function_byte__array__util_8cpp_1ac17b7705d71079521a1e6db2059ada4f.doctree
diff --git a/main/.doctrees/api/library_index.doctree b/main/.doctrees/api/library_index.doctree
diff --git a/main/.doctrees/api/namespace_marian__bergamot.doctree b/main/.doctrees/api/namespace_marian__bergamot.doctree
diff --git a/main/.doctrees/api/program_listing_file_src_translator_byte_array_util.cpp.doctree b/main/.doctrees/api/program_listing_file_src_translator_byte_array_util.cpp.doctree
diff --git a/main/.doctrees/api/program_listing_file_src_translator_byte_array_util.h.doctree b/main/.doctrees/api/program_listing_file_src_translator_byte_array_util.h.doctree
diff --git a/main/.doctrees/api/program_listing_file_src_translator_definitions.h.doctree b/main/.doctrees/api/program_listing_file_src_translator_definitions.h.doctree
diff --git a/main/.doctrees/api/program_listing_file_src_translator_translation_model.cpp.doctree b/main/.doctrees/api/program_listing_file_src_translator_translation_model.cpp.doctree
diff --git a/main/.doctrees/api/structmarian_1_1bergamot_1_1MemoryBundle.doctree b/main/.doctrees/api/structmarian_1_1bergamot_1_1MemoryBundle.doctree
diff --git a/main/.doctrees/api/unabridged_api.doctree b/main/.doctrees/api/unabridged_api.doctree
diff --git a/main/.doctrees/environment.pickle b/main/.doctrees/environment.pickle
diff --git a/main/.doctrees/index.doctree b/main/.doctrees/index.doctree
diff --git a/main/CI.html b/main/CI.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Continuous Integration &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <title>Continuous Integration &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
       <link rel="stylesheet" href="_static/collapsible-lists/css/tree_view.css" type="text/css" />

diff --git a/main/Unified_API.html b/main/Unified_API.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Unified (C++) API of Bergamot Translator &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <title>Unified (C++) API of Bergamot Translator &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/custom.css" type="text/css" />
       <link rel="stylesheet" href="_static/collapsible-lists/css/tree_view.css" type="text/css" />

diff --git a/main/_sources/api/file_src_translator_byte_array_util.cpp.rst.txt b/main/_sources/api/file_src_translator_byte_array_util.cpp.rst.txt
@@ -59,12 +59,12 @@ Functions
 
 - :ref:`exhale_function_byte__array__util_8cpp_1a6f199b6686a506deb71095f8b5f9868c`
 
-- :ref:`exhale_function_byte__array__util_8cpp_1ac17b7705d71079521a1e6db2059ada4f`
-
-- :ref:`exhale_function_byte__array__util_8cpp_1a276da62846e557d498b92ee9abc90aa0`
+- :ref:`exhale_function_byte__array__util_8cpp_1aa1b8190848999386b1c9f918eb7e32bc`
 
 - :ref:`exhale_function_byte__array__util_8cpp_1a42b492f8a1927d17d3a72774b53eebc2`
 
+- :ref:`exhale_function_byte__array__util_8cpp_1a276da62846e557d498b92ee9abc90aa0`
+
 - :ref:`exhale_function_byte__array__util_8cpp_1a03d0ea07c0548c3c9d9fa3b45e8eccc6`
 
 - :ref:`exhale_function_byte__array__util_8cpp_1a68022e0bdf301426d59e4dc3d89e0412`

diff --git a/main/_sources/api/file_src_translator_html.cpp.rst.txt b/main/_sources/api/file_src_translator_html.cpp.rst.txt
@@ -57,7 +57,7 @@ Functions
 ---------
 
 
-- :ref:`exhale_function_html_8cpp_1ae52ad7db185889701520ffea1ce74d37`
-
 - :ref:`exhale_function_html_8cpp_1a90be5fddaf86ee1c2f02eb695bb2cb46`
 
+- :ref:`exhale_function_html_8cpp_1ae52ad7db185889701520ffea1ce74d37`
+
diff --git a/...ac17b7705d71079521a1e6db2059ada4f.rst.txt → ...aa1b8190848999386b1c9f918eb7e32bc.rst.txt b/...ac17b7705d71079521a1e6db2059ada4f.rst.txt → ...aa1b8190848999386b1c9f918eb7e32bc.rst.txt
@@ -1,4 +1,4 @@
-.. _exhale_function_byte__array__util_8cpp_1ac17b7705d71079521a1e6db2059ada4f:
+.. _exhale_function_byte__array__util_8cpp_1aa1b8190848999386b1c9f918eb7e32bc:
 
 Function marian::bergamot::getModelMemoryFromConfig
 ===================================================

diff --git a/main/_sources/api/namespace_marian__bergamot.rst.txt b/main/_sources/api/namespace_marian__bergamot.rst.txt
@@ -126,7 +126,7 @@ Functions
 
 - :ref:`exhale_function_byte__array__util_8cpp_1a6f199b6686a506deb71095f8b5f9868c`
 
-- :ref:`exhale_function_byte__array__util_8cpp_1ac17b7705d71079521a1e6db2059ada4f`
+- :ref:`exhale_function_byte__array__util_8cpp_1aa1b8190848999386b1c9f918eb7e32bc`
 
 - :ref:`exhale_function_byte__array__util_8cpp_1a42b492f8a1927d17d3a72774b53eebc2`
 

diff --git a/main/_sources/api/program_listing_file_src_translator_byte_array_util.cpp.rst.txt b/main/_sources/api/program_listing_file_src_translator_byte_array_util.cpp.rst.txt
@@ -103,21 +103,24 @@ Program Listing for File byte_array_util.cpp
      return alignedMemory;
    }
    
-   AlignedMemory getModelMemoryFromConfig(marian::Ptr<marian::Options> options) {
+   std::vector<AlignedMemory> getModelMemoryFromConfig(marian::Ptr<marian::Options> options) {
      auto models = options->get<std::vector<std::string>>("models");
-     ABORT_IF(models.size() != 1, "Loading multiple binary models is not supported for now as it is not necessary.");
-   
-     // If binary model we load into aligned memory. If .npz we leave it be to
-     // return empty aligned memory, thus allowing traditional file system loads.
-     if (marian::io::isBin(models[0])) {
-       AlignedMemory alignedMemory = loadFileToMemory(models[0], 256);
-       return alignedMemory;
-     } else if (marian::io::isNpz(models[0])) {
-       return AlignedMemory();
-     } else {
-       ABORT("Unknown extension for model: {}, should be one of `.bin` or `.npz`", models[0]);
+   
+     std::vector<AlignedMemory> modelMemories(models.size());
+     for (size_t i = 0; i < models.size(); ++i) {
+       const auto model = models[i];
+       if (marian::io::isBin(model)) {
+         modelMemories[i] = loadFileToMemory(model, 256);
+       } else if (marian::io::isNpz(model)) {
+         // if any of the models are npz format, we revert to loading from file for all models.
+         LOG(debug, "Encountered an npz file {}; will use file loading for {} models", model, models.size());
+         return {};
+       } else {
+         ABORT("Unknown extension for model: {}, should be one of `.bin` or `.npz`", model);
+       }
      }
-     return AlignedMemory();
+   
+     return modelMemories;
    }
    
    AlignedMemory getShortlistMemoryFromConfig(marian::Ptr<marian::Options> options) {
@@ -165,7 +168,7 @@ Program Listing for File byte_array_util.cpp
    
    MemoryBundle getMemoryBundleFromConfig(marian::Ptr<marian::Options> options) {
      MemoryBundle memoryBundle;
-     memoryBundle.model = getModelMemoryFromConfig(options);
+     memoryBundle.models = getModelMemoryFromConfig(options);
      memoryBundle.shortlist = getShortlistMemoryFromConfig(options);
      getVocabsMemoryFromConfig(options, memoryBundle.vocabs);
      memoryBundle.ssplitPrefixFile = getSsplitPrefixFileMemoryFromConfig(options);

diff --git a/main/_sources/api/program_listing_file_src_translator_byte_array_util.h.rst.txt b/main/_sources/api/program_listing_file_src_translator_byte_array_util.h.rst.txt
@@ -17,7 +17,7 @@ Program Listing for File byte_array_util.h
    namespace bergamot {
    
    AlignedMemory loadFileToMemory(const std::string& path, size_t alignment);
-   AlignedMemory getModelMemoryFromConfig(marian::Ptr<marian::Options> options);
+   std::vector<AlignedMemory> getModelMemoryFromConfig(marian::Ptr<marian::Options> options);
    AlignedMemory getQualityEstimatorModel(const marian::Ptr<marian::Options>& options);
    AlignedMemory getQualityEstimatorModel(MemoryBundle& memoryBundle, const marian::Ptr<marian::Options>& options);
    AlignedMemory getShortlistMemoryFromConfig(marian::Ptr<marian::Options> options);

diff --git a/main/_sources/api/program_listing_file_src_translator_definitions.h.rst.txt b/main/_sources/api/program_listing_file_src_translator_definitions.h.rst.txt
@@ -28,8 +28,8 @@ Program Listing for File definitions.h
    typedef AlignedVector<char> AlignedMemory;
    
    struct MemoryBundle {
-     AlignedMemory model{};      
-     AlignedMemory shortlist{};  
+     std::vector<AlignedMemory> models{};  
+     AlignedMemory shortlist{};            
    
      std::vector<std::shared_ptr<AlignedMemory>> vocabs{};
    

diff --git a/.../_sources/api/program_listing_file_src_translator_translation_model.cpp.rst.txt b/.../_sources/api/program_listing_file_src_translator_translation_model.cpp.rst.txt
@@ -73,24 +73,35 @@ Program Listing for File translation_model.cpp
      graph->getBackend()->configureDevice(options_);
      graph->reserveWorkspaceMB(options_->get<size_t>("workspace"));
    
-     // Marian Model: Load from memoryBundle or shortList
-     if (memory_.model.size() > 0 &&
-         memory_.model.begin() !=
-             nullptr) {  // If we have provided a byte array that contains the model memory, we can initialise the
-                         // model from there, as opposed to from reading in the config file
-       ABORT_IF((uintptr_t)memory_.model.begin() % 256 != 0,
-                "The provided memory is not aligned to 256 bytes and will crash when vector instructions are used on it.");
-       if (options_->get<bool>("check-bytearray", false)) {
-         ABORT_IF(!validateBinaryModel(memory_.model, memory_.model.size()),
-                  "The binary file is invalid. Incomplete or corrupted download?");
-       }
-       const std::vector<const void *> container = {
-           memory_.model.begin()};  // Marian supports multiple models initialised in this manner hence std::vector.
-                                    // However we will only ever use 1 during decoding.
+     // if memory_.models is populated, then all models were of binary format
+     if (memory_.models.size() >= 1) {
+       const std::vector<const void *> container = std::invoke([&]() {
+         std::vector<const void *> model_ptrs(memory_.models.size());
+         for (size_t i = 0; i < memory_.models.size(); ++i) {
+           const AlignedMemory &model = memory_.models[i];
+   
+           ABORT_IF(model.size() == 0 || model.begin() == nullptr, "The provided memory is empty. Cannot load the model.");
+           ABORT_IF(
+               (uintptr_t)model.begin() % 256 != 0,
+               "The provided memory is not aligned to 256 bytes and will crash when vector instructions are used on it.");
+           if (options_->get<bool>("check-bytearray", false)) {
+             ABORT_IF(!validateBinaryModel(model, model.size()),
+                      "The binary file is invalid. Incomplete or corrupted download?");
+           }
+   
+           model_ptrs[i] = model.begin();
+           LOG(debug, "Loaded model {} of {} from memory", (i + 1), model_ptrs.size());
+         }
+         return model_ptrs;
+       });
+   
        scorerEnsemble = createScorers(options_, container);
      } else {
+       // load npz format models, or a mixture of binary/npz formats
        scorerEnsemble = createScorers(options_);
+       LOG(debug, "Loaded {} model(s) from file", scorerEnsemble.size());
      }
+   
      for (auto scorer : scorerEnsemble) {
        scorer->init(graph);
        if (shortlistGenerator_) {

diff --git a/main/_sources/api/unabridged_api.rst.txt b/main/_sources/api/unabridged_api.rst.txt
@@ -301,7 +301,7 @@ Functions
 .. toctree::
    :maxdepth: 5
 
-   function_byte__array__util_8cpp_1ac17b7705d71079521a1e6db2059ada4f.rst
+   function_byte__array__util_8cpp_1aa1b8190848999386b1c9f918eb7e32bc.rst
 
 .. toctree::
    :maxdepth: 5

diff --git a/main/_static/documentation_options.js b/main/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: 'main 2023-07-31',
+    VERSION: 'main 2023-08-01',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',

diff --git a/main/api/class_view_hierarchy.html b/main/api/class_view_hierarchy.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class Hierarchy &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class Hierarchy &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/custom.css" type="text/css" />
       <link rel="stylesheet" href="../_static/collapsible-lists/css/tree_view.css" type="text/css" />

diff --git a/main/api/classmarian_1_1bergamot_1_1AggregateBatchingPool.html b/main/api/classmarian_1_1bergamot_1_1AggregateBatchingPool.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class AggregateBatchingPool &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class AggregateBatchingPool &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1AlignedVector.html b/main/api/classmarian_1_1bergamot_1_1AlignedVector.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Template Class AlignedVector &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Template Class AlignedVector &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1Annotation.html b/main/api/classmarian_1_1bergamot_1_1Annotation.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class Annotation &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class Annotation &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1AsyncService.html b/main/api/classmarian_1_1bergamot_1_1AsyncService.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class AsyncService &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class AsyncService &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1AtomicCache.html b/main/api/classmarian_1_1bergamot_1_1AtomicCache.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Template Class AtomicCache &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Template Class AtomicCache &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/custom.css" type="text/css" />
       <link rel="stylesheet" href="../_static/collapsible-lists/css/tree_view.css" type="text/css" />

diff --git a/main/api/classmarian_1_1bergamot_1_1Batch.html b/main/api/classmarian_1_1bergamot_1_1Batch.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class Batch &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class Batch &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1BatchingPool.html b/main/api/classmarian_1_1bergamot_1_1BatchingPool.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class BatchingPool &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class BatchingPool &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1BlockingService.html b/main/api/classmarian_1_1bergamot_1_1BlockingService.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Class BlockingService &mdash; Bergamot Translator main 2023-07-31 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <title>Class BlockingService &mdash; Bergamot Translator main 2023-08-01 documentation</title><link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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diff --git a/main/api/classmarian_1_1bergamot_1_1ConfigParser.html b/main/api/classmarian_1_1bergamot_1_1ConfigParser.html
@@ -4,7 +4,7 @@
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