Fading Coder

One Final Commit for the Last Sprint

Implementing Sparse Mixture of Experts from Scratch

Data Preparasion Import Required Packages # Import required packages and set seed for reproducibility import torch import torch.nn as nn from torch.nn import functional as F torch.manual_seed(42) Download Shakespeare Dataset # Downloading the tiny shakespeare dataset # !wget https://raw.githubuserco...

Architectural Fundamentals of Sparse Mixture-of-Experts and Key-Value Caching

Mixture-of-Experts Architecture Overview The Mixture-of-Experts (MoE) paradigm fundamentally modifies the standard Transformer decoder layer by replacing the monolithic feed-forward network (FFN) with a dynamic routing mechanism and a collection of specialized sub-networks. This architecture consist...