piskvorky · menshikh-iv · Jun 20, 2018 · Feb 28, 2018 · Feb 28, 2018 · Feb 28, 2018
diff --git a/docs/src/Makefile b/docs/src/Makefile
@@ -40,7 +40,7 @@ html:
 	@echo
 	@echo "Build finished. The HTML pages are in ../"
 
-upload: 
+upload:
 	scp -r _build/html/* rr:public_html/gensim/
 
 dirhtml:

diff --git a/docs/src/apiref.rst b/docs/src/apiref.rst
@@ -53,6 +53,9 @@ Modules:
     models/callbacks
     models/utils_any2vec
     models/_utils_any2vec
+    models/word2vec_inner
+    models/doc2vec_inner
+    models/fasttext_inner
     models/wrappers/ldamallet
     models/wrappers/dtmmodel
     models/wrappers/ldavowpalwabbit.rst
@@ -64,6 +67,7 @@ Modules:
     models/deprecated/word2vec
     models/deprecated/keyedvectors
     models/deprecated/fasttext_wrapper
+    models/base_any2vec
     similarities/docsim
     similarities/index
     sklearn_api/atmodel

diff --git a/docs/src/models/base_any2vec.rst b/docs/src/models/base_any2vec.rst
@@ -0,0 +1,10 @@
+:mod:`models.base_any2vec` -- Base classes for any2vec models
+=============================================================
+
+.. automodule:: gensim.models.base_any2vec
+    :synopsis: Base classes for any2vec models
+    :members:
+    :inherited-members:
+    :special-members: __getitem__
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/models/doc2vec_inner.rst b/docs/src/models/doc2vec_inner.rst
@@ -0,0 +1,9 @@
+:mod:`models.doc2vec_inner` -- Cython routines for training Doc2Vec models
+==========================================================================
+
+.. automodule:: gensim.models.doc2vec_inner
+    :synopsis: Optimized Cython routines for training Doc2Vec models
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/models/fasttext_inner.rst b/docs/src/models/fasttext_inner.rst
@@ -0,0 +1,9 @@
+:mod:`models.fasttext_inner` -- Cython routines for training FastText models
+============================================================================
+
+.. automodule:: gensim.models.fasttext_inner
+    :synopsis: Optimized Cython routines for training FastText models
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/docs/src/models/word2vec_inner.rst b/docs/src/models/word2vec_inner.rst
@@ -0,0 +1,9 @@
+:mod:`models.word2vec_inner` -- Cython routines for training Word2Vec models
+============================================================================
+
+.. automodule:: gensim.models.word2vec_inner
+    :synopsis: Optimized Cython routines for training Word2Vec models
+    :members:
+    :inherited-members:
+    :undoc-members:
+    :show-inheritance:
diff --git a/gensim/models/base_any2vec.py b/gensim/models/base_any2vec.py
diff --git a/gensim/models/doc2vec.py b/gensim/models/doc2vec.py