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How to Speed Up Transformer Training Using NVIDIA Apex (FusedAdam, FusedLayerNorm) and Native torch.amp
print("\n### SECTION D: end-to-end Transformer (vanilla fp32 vs Apex fused + AMP) ###") VOCAB, D, NHEAD, LAYERS, SEQ, BATCH, STEPS = 2000, 256, 4, 4,…
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RAG Is Not Machine Learning, and the ML Toolkit Solves the Wrong Problem
six months to fine-tuning their RAG pipeline. They ran five Optuna sweeps.…
Meet Memory OS: A 6-Layer Open-Source Memory Stack Built on Top of Hermes Agent
Hermes Agent already remembers across sessions. The open-source agent from Nous Research…
Ensuring Data Integrity with Cryptographic Hashing and the Ethereum Blockchain
science workflows, teams often need access to a shared dataset that stays…
It’s the Lessons We Learned Along the Way. Or, Is It?
ChatGPT a typical month-long internship problem in the data space. The problem…
Escaping the Valley of Choice in BI
Introduction been killed because they operate within the Valley of Choice in…
Parallax: A Parameterized Local Linear Attention That Keeps Softmax and Adds a Learned Covariance Correction Branch
The Transformer’s attention mechanism has barely changed since 2017. Most efficiency work…
An Implementation of the Microsoft Agent Governance Toolkit for Safe AI Agent Tool Use with Policies, Approvals, Audit Logs, and Risk Controls
scenarios = [ { "name": "Safe database read", "tool": research_db, "kwargs": {…
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