Top libraries for Embedding in C++

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by Dhiren Gala dot icon Updated: Nov 13, 2023

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The Standard embedding libraries are software components or tools that enable the integration. They help interoperability between C++ and other languages.

It allows developers to leverage the power and capabilities of C++ within a broader. 

 

Key Features in Embedding Libraries: 

  1. Language Interoperability: Embedding libraries enable the interoperability between C++ and other programming languages. This allows developers to call C++ functions, classes, and objects from within code. 
  2. API for Exposing C++ Code: Embedding libraries often provide APIs and tools for exposing C++ functions, classes, and objects to the embedding language. This makes it easier to interface with C++ components. 
  3. Data Type Conversion: The libraries offer mechanisms for converting data types. This ensures that data can be seamlessly passed back and forth between the two languages. 
  4. Memory Management: It Manages memory and resources is a critical feature. The libraries often include functions for memory allocation, deallocation, and resource management. 
  5. Performance Optimization: Some libraries provide tools and techniques to optimize performance. This may include minimizing data conversion overhead and optimizing function calls. 

 

In conclusion, embedding libraries in C++ plays a crucial role in facilitating interoperability. These libraries enable developers to leverage their power and capabilities. These libraries serve as a bridge that empowers developers to combine the capabilities. It extends the reach and functionality of their applications. 

DeepSpeech 

  •  DeepSpeech is an open-source automatic speech recognition (ASR) system developed by Mozilla. 
  •  It's primarily implemented in Python, allowing developers to convert spoken language. 
  •  DeepSpeech in C++ may require expertise in C/C++ programming and understanding.   

DeepSpeechby mozilla

C++ doticonstar image 22108 doticonVersion:v0.10.0-alpha.3doticon
License: Weak Copyleft (MPL-2.0)

DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.

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            DeepSpeechby mozilla

            C++ doticon star image 22108 doticonVersion:v0.10.0-alpha.3doticon License: Weak Copyleft (MPL-2.0)

            DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.
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                      workflow

                      • workflow in C++ refers to the sequence of design steps and processes. 
                      •  It outlines how tasks are organized and carried out throughout the software development.   
                      •  This C++ software development workflow helps ensure that software projects are well-organized. 

                      workflowby sogou

                      C++ doticonstar image 10840 doticonVersion:v0.10.7doticon
                      License: Permissive (Apache-2.0)

                      C++ Parallel Computing and Asynchronous Networking Engine

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                                workflowby sogou

                                C++ doticon star image 10840 doticonVersion:v0.10.7doticon License: Permissive (Apache-2.0)

                                C++ Parallel Computing and Asynchronous Networking Engine
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                                          fprime 

                                          •  F Prime is a software framework for the rapid development and deployment of embedded.  
                                          •  fprime is a C++ library used in Embedded Systems and Raspberry Pi applications.  
                                          •  F Prime provides a complete development ecosystem, including modeling and testing tools.  

                                          fprimeby nasa

                                          C++ doticonstar image 9414 doticonVersion:v3.2.0doticon
                                          License: Permissive (Apache-2.0)

                                          F' - A flight software and embedded systems framework

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                                                    fprimeby nasa

                                                    C++ doticon star image 9414 doticonVersion:v3.2.0doticon License: Permissive (Apache-2.0)

                                                    F' - A flight software and embedded systems framework
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                                                              flutter-desktop-embedding 

                                                              •  Flutter is an open-source UI software development kit created by Google for building. 
                                                              •   Flutter is designed for developing mobile apps; it also provides experimental support. 
                                                              •   Flutter apps on desktop platforms may vary depending on the specific requirements.  
                                                              C++ doticonstar image 7091 doticonVersion:Currentdoticon
                                                              License: Permissive (Apache-2.0)

                                                              Experimental plugins for Flutter for Desktop

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                                                                        flutter-desktop-embeddingby google

                                                                        C++ doticon star image 7091 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                        Experimental plugins for Flutter for Desktop
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                                                                                  duckdb 

                                                                                  •  DuckDB is an open-source, in-memory analytical database management system designed for fast queries.  
                                                                                  •  It is known for its ability to handle complex analytical queries on large datasets. 
                                                                                  •  DuckDB primarily operates in memory, storing data in RAM for rapid query execution. 

                                                                                  duckdbby duckdb

                                                                                  C++ doticonstar image 10619 doticonVersion:v0.8.1doticon
                                                                                  License: Permissive (MIT)

                                                                                  DuckDB is an in-process SQL OLAP Database Management System

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                                                                                            duckdbby duckdb

                                                                                            C++ doticon star image 10619 doticonVersion:v0.8.1doticon License: Permissive (MIT)

                                                                                            DuckDB is an in-process SQL OLAP Database Management System
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                                                                                                      MNN 

                                                                                                      •  MNN is an open-source, cross-platform deep learning framework developed by Alibaba.  
                                                                                                      •  MNN is designed for efficient and high-performance inference of machine learning models. 
                                                                                                      •   It's specifically tailored for on-device AI applications and supports a wide range of deep learning models. 

                                                                                                      MNNby alibaba

                                                                                                      C++ doticonstar image 7690 doticonVersion:2.5.0doticon
                                                                                                      no licences License: No License (null)

                                                                                                      MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba

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                                                                                                                MNNby alibaba

                                                                                                                C++ doticon star image 7690 doticonVersion:2.5.0doticonno licences License: No License

                                                                                                                MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba
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                                                                                                                          GuiLite   

                                                                                                                          •  GuiLite is an open-source, lightweight, and high-performance embedded graphical user interface framework for C and C++ developers.  
                                                                                                                          •  It is designed for developing user interfaces for resource-constrained devices and embedded systems. 
                                                                                                                          •  GuiLite is known for its minimal resource footprint, making it suitable for embedded systems. 

                                                                                                                          GuiLiteby idea4good

                                                                                                                          C++ doticonstar image 6779 doticonVersion:v2.1doticon
                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                          ✔️The smallest header-only GUI library(4 KLOC) for all platforms

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                                                                                                                                    GuiLiteby idea4good

                                                                                                                                    C++ doticon star image 6779 doticonVersion:v2.1doticon License: Permissive (Apache-2.0)

                                                                                                                                    ✔️The smallest header-only GUI library(4 KLOC) for all platforms
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                                                                                                                                              Paddle-Lite 

                                                                                                                                              • PaddleLite is an open-source deep-learning inference engine developed by Baidu's Paddle project. 
                                                                                                                                              • It is designed for running deep learning models on various edge and mobile devices. 
                                                                                                                                              • Paddle-Lite is optimized for efficiency and is capable of running a wide range of neural network models.  

                                                                                                                                              Paddle-Liteby PaddlePaddle

                                                                                                                                              C++ doticonstar image 6567 doticonVersion:v2.13-rcdoticon
                                                                                                                                              License: Permissive (Apache-2.0)

                                                                                                                                              PaddlePaddle High Performance Deep Learning Inference Engine for Mobile and Edge (飞桨高性能深度学习端侧推理引擎)

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                                                                                                                                                        Paddle-Liteby PaddlePaddle

                                                                                                                                                        C++ doticon star image 6567 doticonVersion:v2.13-rcdoticon License: Permissive (Apache-2.0)

                                                                                                                                                        PaddlePaddle High Performance Deep Learning Inference Engine for Mobile and Edge (飞桨高性能深度学习端侧推理引擎)
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                                                                                                                                                                  jetson-inference 

                                                                                                                                                                  •  Jetson-Inference is an open-source deep learning framework and tools developed by NVIDIA.  
                                                                                                                                                                  •  That is specifically designed for deploying deep neural networks on NVIDIA Jetson devices.   
                                                                                                                                                                  •   NVIDIA Jetson is a series of embedded computing platforms that offer high-performance GPUs. 

                                                                                                                                                                  jetson-inferenceby dusty-nv

                                                                                                                                                                  C++ doticonstar image 6478 doticonVersion:model-mirror-190618doticon
                                                                                                                                                                  License: Permissive (MIT)

                                                                                                                                                                  Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.

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                                                                                                                                                                            jetson-inferenceby dusty-nv

                                                                                                                                                                            C++ doticon star image 6478 doticonVersion:model-mirror-190618doticon License: Permissive (MIT)

                                                                                                                                                                            Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
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                                                                                                                                                                                      flutter-embedded-linux 

                                                                                                                                                                                      •  Flutter is primarily known for developing cross-platform mobile applications. 
                                                                                                                                                                                      •  It can also be used for embedded Linux systems with some considerations.   
                                                                                                                                                                                      •  Flutter is typically compiled for desktop and mobile platforms.  
                                                                                                                                                                                      C++ doticonstar image 986 doticonVersion:45f6e00911doticon
                                                                                                                                                                                      License: Permissive (BSD-3-Clause)

                                                                                                                                                                                      Embedded Linux embedding for Flutter

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                                                                                                                                                                                                flutter-embedded-linuxby sony

                                                                                                                                                                                                C++ doticon star image 986 doticonVersion:45f6e00911doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                Embedded Linux embedding for Flutter
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                                                                                                                                                                                                          FAQ 

                                                                                                                                                                                                          1. What are the 3 main libraries of C++?  

                                                                                                                                                                                                           The Standard C++ Library can be categorized as known, 

                                                                                                                                                                                                          • The Language Support Library 
                                                                                                                                                                                                          • The diagnostics Library 
                                                                                                                                                                                                          • The General Utilities Library. 

                                                                                                                                                                                                           

                                                                                                                                                                                                          2. What is a C++ embedding library? 

                                                                                                                                                                                                           The C++ embedding library is a software component or set of tools that allows you to incorporate C++ code. It enables the integration of C++ functionality within a broader software ecosystem. 

                                                                                                                                                                                                           

                                                                                                                                                                                                          3.Which languages or platforms support C++ embedding libraries? 

                                                                                                                                                                                                           The C++ embedding libraries can be used with various programming languages and platforms. It includes Python, Java, C#, and more. The availability of embedding libraries may vary depending on the specific language. 

                                                                                                                                                                                                           

                                                                                                                                                                                                          4. Are there any performance considerations when using C++ embedding libraries? 

                                                                                                                                                                                                          Yes, performance can be a concern, especially when bridging between languages. Data conversion and function call overhead can impact performance. Its Proper optimization and data marshaling techniques are important. 

                                                                                                                                                                                                           

                                                                                                                                                                                                          5.Are there popular C++ embedding libraries for specific languages? 

                                                                                                                                                                                                          Yes, some well-known examples include Boost Python for Python, JNI for Java, and C++/CLI for NET languages like C#. These libraries enable integration between C++ and their respective languages. 

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