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🗄️ Topic 15: KV Cache — Inference Speed Ka Secret

Course: LLM Engineering — Hinglish Section: 2 — Transformer Deep Dive Level: Intermediate →…

Overview

🗄️ Topic 15: KV Cache — Inference Speed Ka Secret — Quick Facts

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[14-Flash-Attention.md](14-Flash-Attention.md): 00-Index.md

Topic 1

📌 Objectives

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KV Cache ka concept — kyun zaroori…

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Autoregressive generation me…

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KV Cache memory footprint…

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Multi-Query Attention (MQA) aur…

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🧠 1. The Problem — Why KV Cache?

💡 ` ┌──────────────────────────────────────────────────────────┐ │ AUTOREGRESSIVE…

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⚡ 2. KV Cache — The Solution

🎯 ` ┌──────────────────────────────────────────────────────────┐ │ KV CACHE — HOW IT WORKS…

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📊 3. KV Cache Memory Footprint

⭐ ` ┌──────────────────────────────────────────────────────────┐ │ KV CACHE MEMORY…

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🔧 4. KV Cache Optimization Techniques

🔑 ` ┌──────────────────────────────────────────────────────────┐ │ KV CACHE OPTIMIZATION │…

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🔄 5. Paged Attention — vLLM Ka Secret

✨ ` ┌──────────────────────────────────────────────────────────┐ │ PAGED ATTENTION (vLLM,…

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💻 6. Python Code — KV Cache Simulator

🌟 `python """ 🗄️ KV Cache — Complete Inference Simulator Demonstrates KV caching, memory…

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📝 7. Key Takeaways

🚀 ` ┌──────────────────────────────────────────────────────────┐ │ KV CACHE — SUMMARY │…

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❓ 8. Quiz — 5 MCQs

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a) Training speed badhane ke liye

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b) Purane tokens ke K, V recompute…

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c) Model accuracy improve karne ke…

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d) Memory bachane ke liye

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🔗 Navigation

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Quick Quiz

Quiz — Question 1

🗄️ Topic 15: KV Cache — Inference Speed Ka Secret ka sabse sahi definition kya hai?

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