Quantization
Quantization - Information Theory, IEEE Transactions on
As the digital era emerged, it was recognized that the sampling, quantizing, and encoding part of PCM performs an analog-to-digital (A/D) conversion, with uses ...
Quantization and Quantization noise - DSPIllustrations.com
Summary¶ · A quantizer maps a continuous analog amplitude to a discrete amplitude level. · A quantizer introduces quantization noise, which can indeed be ...
Introduction to Weight Quantization | Towards Data Science
Typically, the size of a model is calculated by multiplying the number of parameters (size) by the precision of these values (data type).
Product Quantization: Compressing high-dimensional vectors by 97%
How Product Quantization Works · Taking a big, high-dimensional vector, · Splitting it into equally sized chunks — our subvectors, · Assigning each of these ...
pytorch-quantization master documentation - NVIDIA Docs
Quantization function . tensor_quant and fake_tensor_quant are 2 basic functions to quantize a tensor. fake_tensor_quant returns fake quantized tensor (float ...
Scalar Quantization and Product Quantization - Zilliz blog
A hands-on dive into scalar quantization (integer quantization) and product quantization with Python.
Quantum 101 Episode 2: Quantization Explained - YouTube
Some of the most important breakthroughs in physics came about due to the discovery that energy is quantized. This video discusses what ...
Chapter 5: Sampling and Quantization
Figure 5.11: Quantized versions of an analog signal. The simplest type of quantizers are called zero memory quantizers in which quantizing a sample is ...
What is "quantization"? Give one example - Physics Stack Exchange
To put it in straightforward terms, quantization is something that occurs in physical systems when we move from the world of large objects (like ...
What is Quantization - Activeloop
Quantization is a technique used to compress and optimize deep neural networks for efficient execution on resource-constrained devices.
k-NN vector quantization - OpenSearch Documentation
Faiss product quantization. PQ is a technique used to represent a vector in a configurable amount of bits. In general, it can be used to achieve a higher level ...
Efficient-ML/Awesome-Model-Quantization - GitHub
A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously ...
Quantization Errors| Advanced PCB Design Blog | Cadence
Quantization Errors. In some cases, the sampled analog value lies between two digital values or levels. In quantization, the sampled analog ...
What is Quantization & Sampling? Types & Laws of Compression
What Is Quantization? Quantization is the process of mapping continuous amplitude (analog) signal into discrete amplitude (digital) signal. The analog signal is ...
Tensor Quantization: The Untold Story | by Dhruv Matani
Types of Quantization Schemes · Symmetric quantization: In this case, the zero-point is zero — i.e. 0.0 of the floating point range is the same ...
Quantization - InSync - Sweetwater
To quantize or quantify something. In digital audio recording this takes the form of “sampling” (another word for quantizing) the analog signal ...
Reduce vector size - Azure AI Search - Microsoft Learn
After quantization, each vector is represented by an array of identifiers for the bins to which its components belong. These quantized vectors ...
Binary Quantization - Vector Search, 40x Faster - Qdrant
Binary quantization (BQ) converts any vector embedding of floating point numbers into a vector of binary or boolean values. This feature is an ...
What is meant by quantization in physics? - Quora
A process in which the continuous range of values of an analog signal is sampled and divided into nonoverlapping (but not necessarily equal) ...
Dumb question: what the hell does “quantize” mean? : r/LogicPro
Comments Section ... Quantize is time aligning transients to the grid. It's allows you to “fix” and get them perfectly in time, if that's what you ...