Accelerating PyTorch Models: Inside torch.compile’s Kernel Optimization
Explore how torch.compile accelerates PyTorch models through kernel optimization. This article visualizes PyTorch kernel structures and their file mappings.
Technical Articles - Page 2
Deep dive into machine learning, computer vision, and software engineering. Expert insights on AI, local LLMs, quantization, and practical implementation details from real-world projects.
Articles - Page 2
How to Fix PyTorch "view size is not compatible" Error: Memory Layout Explained
Learn why PyTorch throws the "view size is not compatible" error, understand tensor memory layout, and discover optimal solutions with performance benchmarks.
Solving GPU Boot Errors: Understanding initramfs and Driver Conflicts
Deep dive into Linux GPU boot errors, driver conflicts between nouveau and NVIDIA, and how initramfs solves the chicken-and-egg problem of early driver loading.
Interactive H.264 Guide: Understanding Video Compression Through Visualization
Dive deep into H.264 video compression with interactive visualizations. Explore motion estimation, DCT transforms, quantization, rate-distortion optimization, and more through hands-on demos that make complex concepts accessible.
Understanding GGML Files: A Deep Dive into Quantization and Visualization of File Structure
A detailed visualization of the file structure of GGML files, including the mapping of blocks to their corresponding positions in the file.
Quantization Deep Dive: From FP32 to INT4 - The Complete Guide
Master neural network quantization with interactive visualizations. Explore QAT, PTQ, GPTQ, AWQ, and SmoothQuant methods for efficient model deployment.
Showing 7-12 of 23 articles