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Add C++ files for CTC decoder bindings (pytorch#2079)
Summary: part of pytorch#2072 -- splitting up the PR for easier review Add C++ files for binding CTC decoder functionality for Python Note: the code here will not be compiled until the build process is changed Pull Request resolved: pytorch#2079 Reviewed By: mthrok Differential Revision: D33196286 Pulled By: carolineechen fbshipit-source-id: 9fe4a8635b60ebfb594918bab00f5c3dccf96bd2
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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 | ||
*/ | ||
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#include <pybind11/pybind11.h> | ||
#include <pybind11/stl.h> | ||
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#include "torchaudio/csrc/decoder/src/decoder/LexiconDecoder.h" | ||
#include "torchaudio/csrc/decoder/src/decoder/lm/KenLM.h" | ||
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namespace py = pybind11; | ||
using namespace torchaudio::lib::text; | ||
using namespace py::literals; | ||
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/** | ||
* 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"); | ||
*/ | ||
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namespace { | ||
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/** | ||
* 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; | ||
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// needed for pybind11 or else it won't compile | ||
using LMOutput = std::pair<LMStatePtr, float>; | ||
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LMStatePtr start(bool startWithNothing) override { | ||
PYBIND11_OVERLOAD_PURE(LMStatePtr, LM, start, startWithNothing); | ||
} | ||
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LMOutput score(const LMStatePtr& state, const int usrTokenIdx) override { | ||
PYBIND11_OVERLOAD_PURE(LMOutput, LM, score, state, usrTokenIdx); | ||
} | ||
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LMOutput finish(const LMStatePtr& state) override { | ||
PYBIND11_OVERLOAD_PURE(LMOutput, LM, finish, state); | ||
} | ||
}; | ||
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/** | ||
* 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); | ||
} | ||
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std::vector<DecodeResult> LexiconDecoder_decode( | ||
LexiconDecoder& decoder, | ||
uintptr_t emissions, | ||
int T, | ||
int N) { | ||
return decoder.decode(reinterpret_cast<const float*>(emissions), T, N); | ||
} | ||
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} // namespace |
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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 | ||
*/ | ||
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#include <pybind11/pybind11.h> | ||
#include <pybind11/stl.h> | ||
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#include "torchaudio/csrc/decoder/src/dictionary/Dictionary.h" | ||
#include "torchaudio/csrc/decoder/src/dictionary/Utils.h" | ||
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namespace py = pybind11; | ||
using namespace torchaudio::lib::text; | ||
using namespace py::literals; | ||
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namespace { | ||
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void Dictionary_addEntry_0( | ||
Dictionary& dict, | ||
const std::string& entry, | ||
int idx) { | ||
dict.addEntry(entry, idx); | ||
} | ||
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void Dictionary_addEntry_1(Dictionary& dict, const std::string& entry) { | ||
dict.addEntry(entry); | ||
} | ||
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} // namespace |
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torchaudio/csrc/decoder/bindings/cmake/Buildpybind11.cmake
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include(ExternalProject) | ||
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set(pybind11_URL https://github.com/pybind/pybind11.git) | ||
set(pybind11_TAG 9a19306fbf30642ca331d0ec88e7da54a96860f9) # release 2.2.4 | ||
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# Download pybind11 | ||
ExternalProject_Add( | ||
pybind11 | ||
PREFIX pybind11 | ||
GIT_REPOSITORY ${pybind11_URL} | ||
GIT_TAG ${pybind11_TAG} | ||
BUILD_IN_SOURCE 0 | ||
CONFIGURE_COMMAND "" | ||
BUILD_COMMAND "" | ||
INSTALL_COMMAND "" | ||
) | ||
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ExternalProject_Get_Property(pybind11 SOURCE_DIR) | ||
set(pybind11_INCLUDE_DIR "${SOURCE_DIR}/include") |
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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. | ||
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#============================================================================= | ||
# 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. | ||
#============================================================================= | ||
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# Checking for the extension makes sure that `LibsNew` was found and not just `Libs`. | ||
if(PYTHONLIBS_FOUND AND PYTHON_MODULE_EXTENSION) | ||
return() | ||
endif() | ||
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# Use the Python interpreter to find the libs. | ||
if(PythonLibsNew_FIND_REQUIRED) | ||
find_package(PythonInterp ${PythonLibsNew_FIND_VERSION} REQUIRED) | ||
else() | ||
find_package(PythonInterp ${PythonLibsNew_FIND_VERSION}) | ||
endif() | ||
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if(NOT PYTHONINTERP_FOUND) | ||
set(PYTHONLIBS_FOUND FALSE) | ||
return() | ||
endif() | ||
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# According to http://stackoverflow.com/questions/646518/python-how-to-detect-debug-interpreter | ||
# testing whether sys has the gettotalrefcount function is a reliable, cross-platform | ||
# way to detect a CPython debug interpreter. | ||
# | ||
# The library suffix is from the config var LDVERSION sometimes, otherwise | ||
# VERSION. VERSION will typically be like "2.7" on unix, and "27" on windows. | ||
execute_process(COMMAND "${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) | ||
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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() | ||
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# 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 ${_PYTHON_VALUES}) | ||
list(GET _PYTHON_VALUES 0 _PYTHON_VERSION_LIST) | ||
list(GET _PYTHON_VALUES 1 PYTHON_PREFIX) | ||
list(GET _PYTHON_VALUES 2 PYTHON_INCLUDE_DIR) | ||
list(GET _PYTHON_VALUES 3 PYTHON_SITE_PACKAGES) | ||
list(GET _PYTHON_VALUES 4 PYTHON_MODULE_EXTENSION) | ||
list(GET _PYTHON_VALUES 5 PYTHON_IS_DEBUG) | ||
list(GET _PYTHON_VALUES 6 PYTHON_SIZEOF_VOID_P) | ||
list(GET _PYTHON_VALUES 7 PYTHON_LIBRARY_SUFFIX) | ||
list(GET _PYTHON_VALUES 8 PYTHON_LIBDIR) | ||
list(GET _PYTHON_VALUES 9 PYTHON_MULTIARCH) | ||
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# Make sure the Python has the same pointer-size as the chosen compiler | ||
# Skip if CMAKE_SIZEOF_VOID_P is not defined | ||
if(CMAKE_SIZEOF_VOID_P AND (NOT "${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() | ||
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# 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) | ||
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# 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 ${PYTHON_SITE_PACKAGES}) | ||
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if(CMAKE_HOST_WIN32) | ||
set(PYTHON_LIBRARY | ||
"${PYTHON_PREFIX}/libs/Python${PYTHON_LIBRARY_SUFFIX}.lib") | ||
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# when run in a venv, PYTHON_PREFIX points to it. But the libraries remain in the | ||
# original python installation. They may be found relative to PYTHON_INCLUDE_DIR. | ||
if(NOT EXISTS "${PYTHON_LIBRARY}") | ||
get_filename_component(_PYTHON_ROOT ${PYTHON_INCLUDE_DIR} DIRECTORY) | ||
set(PYTHON_LIBRARY | ||
"${_PYTHON_ROOT}/libs/Python${PYTHON_LIBRARY_SUFFIX}.lib") | ||
endif() | ||
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# raise an error if the python libs are still not found. | ||
if(NOT EXISTS "${PYTHON_LIBRARY}") | ||
message(FATAL_ERROR "Python libraries not found") | ||
endif() | ||
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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 ${_PYTHON_LIBS_SEARCH} | ||
NO_DEFAULT_PATH) | ||
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# If all else fails, just set the name/version and let the linker figure out the path. | ||
if(NOT PYTHON_LIBRARY) | ||
set(PYTHON_LIBRARY python${PYTHON_LIBRARY_SUFFIX}) | ||
endif() | ||
endif() | ||
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MARK_AS_ADVANCED( | ||
PYTHON_LIBRARY | ||
PYTHON_INCLUDE_DIR | ||
) | ||
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# 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}") | ||
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find_package_message(PYTHON | ||
"Found PythonLibs: ${PYTHON_LIBRARY}" | ||
"${PYTHON_EXECUTABLE}${PYTHON_VERSION}") | ||
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set(PYTHONLIBS_FOUND TRUE) |
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