Quickstart | Installation | Python Documentation | Citing
Flashlight Text is a fast, minimal library for text-based operations. It features:
- a high-performance, unopinionated beam search decoder
- a fast tokenizer
- an efficient
Dictionary
abstraction
The Flashlight Text Python package containing beam search decoder and Dictionary components is available on PyPI:
pip install flashlight-text
To enable optional KenLM support in Python with the decoder, KenLM must be installed via pip:
pip install git+https://github.com.kpu/kenlm.git
See the full Python binding documentation for examples and more.
From Source (C++) | From Source (Python) | Adding to Your Own Project (C++)
At minimum, C++ compilation requires:
- A C++ compiler with good C++17 support (e.g. gcc/g++ >= 7)
- CMake โ version 3.16 or later, and
make
- A Linux-based operating system.
KenLM Support: If building with KenLM support, KenLM is required. To toggle KenLM support use the FL_TEXT_USE_KENLM
CMake option or the USE_KENLM
environment variable when building the Python bindings.
Tests: If building tests, Google Test >= 1.10 is required. The FL_TEXT_BUILD_TESTS
CMake option toggles building tests.
Instructions for building/installing the Python bindings from source can be found here.
Building the C++ project from source is simple:
git clone https://github.com/flashlight/text && cd flashlight
mkdir build && cd build
cmake ..
make -j$(nproc)
make test # run tests
make install # install at the CMAKE_INSTALL_PREFIX
To disable KenLM while building, pass -DFL_TEXT_USE_KENLM=OFF
to CMake. To disable building tests, pass -DFL_TEXT_BUILD_TESTS=OFF
.
KenLM can be downloaded and installed automatically if not found on the local system. The FL_TEXT_BUILD_STANDALONE
option controls this behavior โ if disabled, dependencies won't be downloaded and built when building.
Given a simple project.cpp
file that includes and links to Flashlight Text:
#include <iostream>
#include <flashlight/lib/text/dictionary/Dictionary.h>
int main() {
fl::lib::text::Dictionary myDict("someFile.dict");
std::cout << "Dictionary has " << myDict.entrySize()
<< " entries." << std::endl;
return 0;
}
The following CMake configuration links Flashlight and sets include directories:
cmake_minimum_required(VERSION 3.10)
set(CMAKE_CXX_STANDARD 17)
set(CMAKE_CXX_STANDARD_REQUIRED ON)
add_executable(myProject project.cpp)
find_package(flashlight-text CONFIG REQUIRED)
target_link_libraries(myProject PRIVATE flashlight::flashlight-text)
Contact: [email protected]
Flashlight Text is actively developed. See CONTRIBUTING for more on how to help out.
You can cite Flashlight using:
@misc{kahn2022flashlight,
title={Flashlight: Enabling Innovation in Tools for Machine Learning},
author={Jacob Kahn and Vineel Pratap and Tatiana Likhomanenko and Qiantong Xu and Awni Hannun and Jeff Cai and Paden Tomasello and Ann Lee and Edouard Grave and Gilad Avidov and Benoit Steiner and Vitaliy Liptchinsky and Gabriel Synnaeve and Ronan Collobert},
year={2022},
eprint={2201.12465},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
Flashlight Text is under an MIT license. See LICENSE for more information.