Add C++ files for CTC decoder bindings

torchaudio/csrc/decoder/bindings/_decoder.cpp

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+/*
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT-style license found in
+ * https://github.com/flashlight/flashlight/blob/d385b2150872fd7bf106601475d8719a703fe9ee/LICENSE
+ */
+
+#include <pybind11/pybind11.h>
+#include <pybind11/stl.h>
+
+#include "torchaudio/csrc/decoder/src/decoder/LexiconDecoder.h"
+#include "torchaudio/csrc/decoder/src/decoder/lm/KenLM.h"
+
+namespace py = pybind11;
+using namespace torchaudio::lib::text;
+using namespace py::literals;
+
+/**
+ * Some hackery that lets pybind11 handle shared_ptr<void> (for old LMStatePtr).
+ * See: https://github.com/pybind/pybind11/issues/820
+ * PYBIND11_MAKE_OPAQUE(std::shared_ptr<void>);
+ * and inside PYBIND11_MODULE
+ *   py::class_<std::shared_ptr<void>>(m, "encapsulated_data");
+ */
+
+namespace {
+
+/**
+ * A pybind11 "alias type" for abstract class LM, allowing one to subclass LM
+ * with a custom LM defined purely in Python. For those who don't want to build
+ * with KenLM, or have their own custom LM implementation.
+ * See: https://pybind11.readthedocs.io/en/stable/advanced/classes.html
+ *
+ * TODO: ensure this works. Last time Jeff tried this there were slicing issues,
+ * see https://github.com/pybind/pybind11/issues/1546 for workarounds.
+ * This is low-pri since we assume most people can just build with KenLM.
+ */
+class PyLM : public LM {
+  using LM::LM;
+
+  // needed for pybind11 or else it won't compile
+  using LMOutput = std::pair<LMStatePtr, float>;
+
+  LMStatePtr start(bool startWithNothing) override {
+    PYBIND11_OVERLOAD_PURE(LMStatePtr, LM, start, startWithNothing);
+  }
+
+  LMOutput score(const LMStatePtr& state, const int usrTokenIdx) override {
+    PYBIND11_OVERLOAD_PURE(LMOutput, LM, score, state, usrTokenIdx);
+  }
+
+  LMOutput finish(const LMStatePtr& state) override {
+    PYBIND11_OVERLOAD_PURE(LMOutput, LM, finish, state);
+  }
+};
+
+/**
+ * Using custom python LMState derived from LMState is not working with
+ * custom python LM (derived from PyLM) because we need to to custing of LMState
+ * in score and finish functions to the derived class
+ * (for example vie obj.__class__ = CustomPyLMSTate) which cause the error
+ * "TypeError: __class__ assignment: 'CustomPyLMState' deallocator differs
+ * from 'flashlight.text.decoder._decoder.LMState'"
+ * details see in https://github.com/pybind/pybind11/issues/1640
+ * To define custom LM you can introduce map inside LM which maps LMstate to
+ * additional state info (shared pointers pointing to the same underlying object
+ * will have the same id in python in functions score and finish)
+ *
+ * ```python
+ * from flashlight.lib.text.decoder import LM
+ * class MyPyLM(LM):
+ *      mapping_states = dict() # store simple additional int for each state
+ *
+ *      def __init__(self):
+ *          LM.__init__(self)
+ *
+ *       def start(self, start_with_nothing):
+ *          state = LMState()
+ *          self.mapping_states[state] = 0
+ *          return state
+ *
+ *      def score(self, state, index):
+ *          outstate = state.child(index)
+ *          if outstate not in self.mapping_states:
+ *              self.mapping_states[outstate] = self.mapping_states[state] + 1
+ *          return (outstate, -numpy.random.random())
+ *
+ *      def finish(self, state):
+ *          outstate = state.child(-1)
+ *          if outstate not in self.mapping_states:
+ *              self.mapping_states[outstate] = self.mapping_states[state] + 1
+ *          return (outstate, -1)
+ *```
+ */
+void LexiconDecoder_decodeStep(
+    LexiconDecoder& decoder,
+    uintptr_t emissions,
+    int T,
+    int N) {
+  decoder.decodeStep(reinterpret_cast<const float*>(emissions), T, N);
+}
+
+std::vector<DecodeResult> LexiconDecoder_decode(
+    LexiconDecoder& decoder,
+    uintptr_t emissions,
+    int T,
+    int N) {
+  return decoder.decode(reinterpret_cast<const float*>(emissions), T, N);
+}
+
+} // namespace

torchaudio/csrc/decoder/bindings/_dictionary.cpp

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+/*
+ * Copyright (c) Facebook, Inc. and its affiliates.
+ *
+ * This source code is licensed under the MIT-style license found in
+ * https://github.com/flashlight/flashlight/blob/d385b2150872fd7bf106601475d8719a703fe9ee/LICENSE
+ */
+
+#include <pybind11/pybind11.h>
+#include <pybind11/stl.h>
+
+#include "torchaudio/csrc/decoder/src/dictionary/Dictionary.h"
+#include "torchaudio/csrc/decoder/src/dictionary/Utils.h"
+
+namespace py = pybind11;
+using namespace torchaudio::lib::text;
+using namespace py::literals;
+
+namespace {
+
+void Dictionary_addEntry_0(
+    Dictionary& dict,
+    const std::string& entry,
+    int idx) {
+  dict.addEntry(entry, idx);
+}
+
+void Dictionary_addEntry_1(Dictionary& dict, const std::string& entry) {
+  dict.addEntry(entry);
+}
+
+} // namespace

torchaudio/csrc/decoder/bindings/cmake/Buildpybind11.cmake

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+include(ExternalProject)
+
+set(pybind11_URL https://github.com/pybind/pybind11.git)
+set(pybind11_TAG 9a19306fbf30642ca331d0ec88e7da54a96860f9) # release 2.2.4
+
+# Download pybind11
+ExternalProject_Add(
+  pybind11
+  PREFIX pybind11
+  GIT_REPOSITORY ${pybind11_URL}
+  GIT_TAG ${pybind11_TAG}
+  BUILD_IN_SOURCE 0
+  CONFIGURE_COMMAND ""
+  BUILD_COMMAND ""
+  INSTALL_COMMAND ""
+)
+
+ExternalProject_Get_Property(pybind11 SOURCE_DIR)
+set(pybind11_INCLUDE_DIR "${SOURCE_DIR}/include")

torchaudio/csrc/decoder/bindings/cmake/FindPythonLibsNew.cmake

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+# - Find python libraries
+# This module finds the libraries corresponding to the Python interpreter
+# FindPythonInterp provides.
+# This code sets the following variables:
+#
+#  PYTHONLIBS_FOUND           - have the Python libs been found
+#  PYTHON_PREFIX              - path to the Python installation
+#  PYTHON_LIBRARIES           - path to the python library
+#  PYTHON_INCLUDE_DIRS        - path to where Python.h is found
+#  PYTHON_MODULE_EXTENSION    - lib extension, e.g. '.so' or '.pyd'
+#  PYTHON_MODULE_PREFIX       - lib name prefix: usually an empty string
+#  PYTHON_SITE_PACKAGES       - path to installation site-packages
+#  PYTHON_IS_DEBUG            - whether the Python interpreter is a debug build
+#
+# Thanks to talljimbo for the patch adding the 'LDVERSION' config
+# variable usage.
+
+#=============================================================================
+# Copyright 2001-2009 Kitware, Inc.
+# Copyright 2012 Continuum Analytics, Inc.
+#
+# All rights reserved.
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions
+# are met:
+#
+# * Redistributions of source code must retain the above copyright
+# notice, this list of conditions and the following disclaimer.
+#
+# * Redistributions in binary form must reproduce the above copyright
+# notice, this list of conditions and the following disclaimer in the
+# documentation and/or other materials provided with the distribution.
+#
+# * Neither the names of Kitware, Inc., the Insight Software Consortium,
+# nor the names of their contributors may be used to endorse or promote
+# products derived from this software without specific prior written
+# permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+# # A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+# HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+# DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+#=============================================================================
+
+# Checking for the extension makes sure that `LibsNew` was found and not just `Libs`.
+if(PYTHONLIBS_FOUND AND PYTHON_MODULE_EXTENSION)
+    return()
+endif()
+
+# Use the Python interpreter to find the libs.
+if(PythonLibsNew_FIND_REQUIRED)
+    find_package(PythonInterp ${PythonLibsNew_FIND_VERSION} REQUIRED)
+else()
+    find_package(PythonInterp ${PythonLibsNew_FIND_VERSION})
+endif()
+
+if(NOT PYTHONINTERP_FOUND)
+    set(PYTHONLIBS_FOUND FALSE)
+    return()
+endif()
+
+# According to http://stackoverflow.com/questions/646518/python-how-to-detect-debug-interpreter
+# testing whether sys has the gettotalrefcount function is a reliable, cross-platform
+# way to detect a CPython debug interpreter.
+#
+# The library suffix is from the config var LDVERSION sometimes, otherwise
+# VERSION. VERSION will typically be like "2.7" on unix, and "27" on windows.
+execute_process(COMMAND "${PYTHON_EXECUTABLE}" "-c"
+    "from distutils import sysconfig as s;import sys;import struct;
+print('.'.join(str(v) for v in sys.version_info));
+print(sys.prefix);
+print(s.get_python_inc(plat_specific=True));
+print(s.get_python_lib(plat_specific=True));
+print(s.get_config_var('SO'));
+print(hasattr(sys, 'gettotalrefcount')+0);
+print(struct.calcsize('@P'));
+print(s.get_config_var('LDVERSION') or s.get_config_var('VERSION'));
+print(s.get_config_var('LIBDIR') or '');
+print(s.get_config_var('MULTIARCH') or '');
+"
+    RESULT_VARIABLE _PYTHON_SUCCESS
+    OUTPUT_VARIABLE _PYTHON_VALUES
+    ERROR_VARIABLE _PYTHON_ERROR_VALUE)
+
+if(NOT _PYTHON_SUCCESS MATCHES 0)
+    if(PythonLibsNew_FIND_REQUIRED)
+        message(FATAL_ERROR
+            "Python config failure:\n${_PYTHON_ERROR_VALUE}")
+    endif()
+    set(PYTHONLIBS_FOUND FALSE)
+    return()
+endif()
+
+# Convert the process output into a list
+if(WIN32)
+    string(REGEX REPLACE "\\\\" "/" _PYTHON_VALUES ${_PYTHON_VALUES})
+endif()
+string(REGEX REPLACE ";" "\\\\;" _PYTHON_VALUES ${_PYTHON_VALUES})
+string(REGEX REPLACE "\n" ";" _PYTHON_VALUES ${_PYTHON_VALUES})
+list(GET _PYTHON_VALUES 0 _PYTHON_VERSION_LIST)
+list(GET _PYTHON_VALUES 1 PYTHON_PREFIX)
+list(GET _PYTHON_VALUES 2 PYTHON_INCLUDE_DIR)
+list(GET _PYTHON_VALUES 3 PYTHON_SITE_PACKAGES)
+list(GET _PYTHON_VALUES 4 PYTHON_MODULE_EXTENSION)
+list(GET _PYTHON_VALUES 5 PYTHON_IS_DEBUG)
+list(GET _PYTHON_VALUES 6 PYTHON_SIZEOF_VOID_P)
+list(GET _PYTHON_VALUES 7 PYTHON_LIBRARY_SUFFIX)
+list(GET _PYTHON_VALUES 8 PYTHON_LIBDIR)
+list(GET _PYTHON_VALUES 9 PYTHON_MULTIARCH)
+
+# Make sure the Python has the same pointer-size as the chosen compiler
+# Skip if CMAKE_SIZEOF_VOID_P is not defined
+if(CMAKE_SIZEOF_VOID_P AND (NOT "${PYTHON_SIZEOF_VOID_P}" STREQUAL "${CMAKE_SIZEOF_VOID_P}"))
+    if(PythonLibsNew_FIND_REQUIRED)
+        math(EXPR _PYTHON_BITS "${PYTHON_SIZEOF_VOID_P} * 8")
+        math(EXPR _CMAKE_BITS "${CMAKE_SIZEOF_VOID_P} * 8")
+        message(FATAL_ERROR
+            "Python config failure: Python is ${_PYTHON_BITS}-bit, "
+            "chosen compiler is  ${_CMAKE_BITS}-bit")
+    endif()
+    set(PYTHONLIBS_FOUND FALSE)
+    return()
+endif()
+
+# The built-in FindPython didn't always give the version numbers
+string(REGEX REPLACE "\\." ";" _PYTHON_VERSION_LIST ${_PYTHON_VERSION_LIST})
+list(GET _PYTHON_VERSION_LIST 0 PYTHON_VERSION_MAJOR)
+list(GET _PYTHON_VERSION_LIST 1 PYTHON_VERSION_MINOR)
+list(GET _PYTHON_VERSION_LIST 2 PYTHON_VERSION_PATCH)
+
+# Make sure all directory separators are '/'
+string(REGEX REPLACE "\\\\" "/" PYTHON_PREFIX ${PYTHON_PREFIX})
+string(REGEX REPLACE "\\\\" "/" PYTHON_INCLUDE_DIR ${PYTHON_INCLUDE_DIR})
+string(REGEX REPLACE "\\\\" "/" PYTHON_SITE_PACKAGES ${PYTHON_SITE_PACKAGES})
+
+if(CMAKE_HOST_WIN32)
+    set(PYTHON_LIBRARY
+        "${PYTHON_PREFIX}/libs/Python${PYTHON_LIBRARY_SUFFIX}.lib")
+
+    # when run in a venv, PYTHON_PREFIX points to it. But the libraries remain in the
+    # original python installation. They may be found relative to PYTHON_INCLUDE_DIR.
+    if(NOT EXISTS "${PYTHON_LIBRARY}")
+        get_filename_component(_PYTHON_ROOT ${PYTHON_INCLUDE_DIR} DIRECTORY)
+        set(PYTHON_LIBRARY
+            "${_PYTHON_ROOT}/libs/Python${PYTHON_LIBRARY_SUFFIX}.lib")
+    endif()
+
+    # raise an error if the python libs are still not found.
+    if(NOT EXISTS "${PYTHON_LIBRARY}")
+        message(FATAL_ERROR "Python libraries not found")
+    endif()
+
+else()
+    if(PYTHON_MULTIARCH)
+        set(_PYTHON_LIBS_SEARCH "${PYTHON_LIBDIR}/${PYTHON_MULTIARCH}" "${PYTHON_LIBDIR}")
+    else()
+        set(_PYTHON_LIBS_SEARCH "${PYTHON_LIBDIR}")
+    endif()
+    #message(STATUS "Searching for Python libs in ${_PYTHON_LIBS_SEARCH}")
+    # Probably this needs to be more involved. It would be nice if the config
+    # information the python interpreter itself gave us were more complete.
+    find_library(PYTHON_LIBRARY
+        NAMES "python${PYTHON_LIBRARY_SUFFIX}"
+        PATHS ${_PYTHON_LIBS_SEARCH}
+        NO_DEFAULT_PATH)
+
+    # If all else fails, just set the name/version and let the linker figure out the path.
+    if(NOT PYTHON_LIBRARY)
+        set(PYTHON_LIBRARY python${PYTHON_LIBRARY_SUFFIX})
+    endif()
+endif()
+
+MARK_AS_ADVANCED(
+  PYTHON_LIBRARY
+  PYTHON_INCLUDE_DIR
+)
+
+# We use PYTHON_INCLUDE_DIR, PYTHON_LIBRARY and PYTHON_DEBUG_LIBRARY for the
+# cache entries because they are meant to specify the location of a single
+# library. We now set the variables listed by the documentation for this
+# module.
+SET(PYTHON_INCLUDE_DIRS "${PYTHON_INCLUDE_DIR}")
+SET(PYTHON_LIBRARIES "${PYTHON_LIBRARY}")
+SET(PYTHON_DEBUG_LIBRARIES "${PYTHON_DEBUG_LIBRARY}")
+
+find_package_message(PYTHON
+    "Found PythonLibs: ${PYTHON_LIBRARY}"
+    "${PYTHON_EXECUTABLE}${PYTHON_VERSION}")
+
+set(PYTHONLIBS_FOUND TRUE)