Profiling in PyTorch Part 2: From nn.Linear to a Fused MLP
Hugging Face Blog3 days agoTutorialThis Hugging Face Blog post appears to be a technical tutorial in a PyTorch profiling series. From the title, it focuses on analyzing performance from basic nn.Linear operations to a fused multilayer perceptron implementation. The likely audience is ML engineers and developers interested in understanding where neural network execution time goes and how kernel fusion can improve model throughput.
Profiling in PyTorch (Part 1): A Beginner's Guide to torch.profiler
Hugging Face Blog16 days agoTutorialBased on the title, this Hugging Face Blog post is an introductory PyTorch profiling guide focused on torch.profiler. It likely targets developers and ML engineers who need to identify training or inference bottlenecks through observable performance data. Since the full article text was not provided, implementation details, examples, and specific optimization advice cannot be confirmed.
從零開始在 nanoVLM 中實作 KV Cache★ 75
Hugging Face Blog375 days agoTutorialIn the inference process of large language models (LLMs) and vision-language models (VLMs), autoregressive decoding is a major performance bottleneck. Each…
nanoVLM：用純 PyTorch 訓練視覺語言模型（VLM）的最簡開源專案★ 75
Hugging Face Blog389 days agoReleaseHugging Face recently launched an open-source project called nanoVLM, positioned as "the simplest repository for training Vision Language Models (VLMs) in pure…
在 PyTorch 中視覺化與理解 GPU 記憶體佔用★ 82
Hugging Face Blog537 days agoTutorialOne of the most common pain points developers face in deep learning and large language model (LLM) training is the "Out of Memory (OOM)" error. To help…
使用 PyTorch 實作策略梯度（Policy Gradient）：Hugging Face 深度強化學習教學
Hugging Face Blog1,445 days agoTutorialThis tutorial comes from Unit 4 of Hugging Face's Deep Reinforcement Learning Course, covering the topic of "Implementing Policy Gradients with PyTorch." In…
詳解擴散模型：The Annotated Diffusion Model 程式碼與原理實戰指南★ 85
Hugging Face Blog1,468 days agoTutorialThis classic blog post from Hugging Face, "The Annotated Diffusion Model," is an essential guide for learning about generative AI image synthesis. Modeled…
歡迎 fastai 加入 Hugging Face Hub 平台
Hugging Face Blog1,500 days agoReleaseHugging Face has officially announced a deep integration with the well-known high-level deep learning library fastai, formally bringing fastai into the Hugging…