Abbreviations & Acronyms

This page provides a comprehensive list of abbreviations and acronyms used throughout the DEEPX technical documentation.

General Terms

Abbreviation	Full Form	Description
AI	Artificial Intelligence	Computer systems that perform tasks requiring human intelligence
API	Application Programming Interface	Set of protocols and tools for building software applications
CLI	Command Line Interface	Text-based interface for interacting with software
CPU	Central Processing Unit	General-purpose processor for executing instructions
DNN	Deep Neural Network	Neural network with multiple layers for complex pattern recognition
FP16	16-bit Floating Point	Half-precision floating-point format
FP32	32-bit Floating Point	Single-precision floating-point format
GPU	Graphics Processing Unit	Specialized processor for parallel computing and graphics rendering
INT8	8-bit Integer	Integer quantization format for efficient inference
ML	Machine Learning	Subset of AI focused on learning from data
NPU	Neural Processing Unit	Specialized hardware accelerator for neural network operations
ONNX	Open Neural Network Exchange	Open format for representing machine learning models
PyTorch	PyTorch Framework	Open-source machine learning framework by Meta
SDK	Software Development Kit	Collection of tools and libraries for software development
TensorFlow	TensorFlow Framework	Open-source machine learning framework by Google

DEEPX Products & Components

Abbreviation	Full Form	Description
DEEPX	DEEPX Inc.	Company specializing in NPU technology and AI acceleration
DXNN	DEEPX Neural Network	DEEPX's neural network SDK and model format
DX-AllSuite	DEEPX All-in-One Suite	Integrated package containing all DEEPX SDK components
DX-APP	DEEPX Application	Reference application framework with C++ and Python examples
DX-COM	DEEPX Compiler	Model compiler and optimization toolchain
DX-RT	DEEPX Runtime	Inference runtime engine for NPU execution
DX-STREAM	DEEPX Streaming	Video processing and streaming pipeline framework

Model & Architecture Terms

Abbreviation	Full Form	Description
BERT	Bidirectional Encoder Representations from Transformers	Transformer-based language model
CNN	Convolutional Neural Network	Neural network architecture for image processing
DFL	Distribution Focal Loss	Loss function used in object detection models
GAN	Generative Adversarial Network	Neural network for generating synthetic data
LSTM	Long Short-Term Memory	Recurrent neural network architecture
NMS	Non-Maximum Suppression	Post-processing technique for object detection
ResNet	Residual Network	Deep neural network architecture with skip connections
RNN	Recurrent Neural Network	Neural network for sequential data processing
SSD	Single Shot MultiBox Detector	Object detection architecture
Transformer	Transformer Architecture	Attention-based neural network architecture
YOLO	You Only Look Once	Real-time object detection algorithm

Performance & Optimization

Abbreviation	Full Form	Description
Batch Size	Batch Processing Size	Number of samples processed simultaneously
FPS	Frames Per Second	Measurement of video processing speed
FLOPs	Floating Point Operations	Measure of computational complexity
Latency	Inference Latency	Time taken to process a single input
QAT	Quantization-Aware Training	Training method that accounts for quantization
PTQ	Post-Training Quantization	Quantization applied after model training
Throughput	Processing Throughput	Number of samples processed per unit time
TopK	Top-K Selection	Selecting the K highest-scoring results

File & Data Formats

Abbreviation	Full Form	Description
.dxnn	DEEPX Neural Network File	DEEPX compiled model binary format
.onnx	ONNX Model File	Open Neural Network Exchange format file
.pt	PyTorch Model File	PyTorch serialized model checkpoint
.pb	Protocol Buffer File	TensorFlow model format
.h5	HDF5 File	Hierarchical Data Format for storing models
JSON	JavaScript Object Notation	Lightweight data interchange format
YAML	YAML Ain't Markup Language	Human-readable data serialization format

Development & Tools

Abbreviation	Full Form	Description
CI/CD	Continuous Integration/Continuous Deployment	Automated software development practices
Docker	Docker Platform	Containerization platform for applications
Git	Git Version Control	Distributed version control system
GDB	GNU Debugger	Debugging tool for C/C++ programs
IDE	Integrated Development Environment	Software application for development
OpenCV	Open Source Computer Vision Library	Computer vision and image processing library
pip	Package Installer for Python	Python package manager
SSH	Secure Shell	Encrypted network protocol for remote access
USB	Universal Serial Bus	Standard for connecting peripherals
VPN	Virtual Private Network	Secure network connection over the internet

Operating Systems & Platforms

Abbreviation	Full Form	Description
Linux	Linux Operating System	Open-source Unix-like operating system
Ubuntu	Ubuntu Distribution	Popular Linux distribution
WSL	Windows Subsystem for Linux	Linux environment on Windows
macOS	Mac Operating System	Apple's desktop operating system
x86	x86 Architecture	Intel/AMD processor architecture
ARM	Advanced RISC Machine	Processor architecture for mobile and embedded devices
CUDA	Compute Unified Device Architecture	NVIDIA's parallel computing platform

Networking & Communication

Abbreviation	Full Form	Description
gRPC	gRPC Remote Procedure Call	High-performance RPC framework
HTTP	Hypertext Transfer Protocol	Protocol for web communication
REST	Representational State Transfer	Architectural style for web APIs
TCP	Transmission Control Protocol	Reliable connection-oriented protocol
UDP	User Datagram Protocol	Connectionless communication protocol
WebSocket	WebSocket Protocol	Full-duplex communication protocol over TCP

Related Documentation

• DX-AllSuite Overview: Architecture and component overview
• FAQ & Troubleshooting: Common issues and solutions
• Version Compatibility: SDK version compatibility matrix

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Need More Information?

If you encounter an abbreviation not listed here, please refer to the specific component documentation or contact DEEPX support.