Media Summary: Challenges of parallelizing code, motivations for Definition of memory coherence, invalidation-based coherence using MSI and MESI, false sharing To follow along with the course ... This lecture is a review for the course midterm. To follow along with the course, visit the course website: ...

Stanford Cs149 I Parallel Computing - Detailed Analysis & Overview

Challenges of parallelizing code, motivations for Definition of memory coherence, invalidation-based coherence using MSI and MESI, false sharing To follow along with the course ... This lecture is a review for the course midterm. To follow along with the course, visit the course website: ... Motivation for transactions, design space of transactional memory implementations. To follow along with the course, visit the ... Message passing, async vs. blocking sends/receives, pipelining, increasing arithmetic intensity, avoiding contention To follow ... Performance/productivity motivations for DSLs, case studies on several DSLs To follow along with the course, visit the course ...

Fine-grained synchronization via locks, basics of lock-free Efficiently scheduling DNN layers, mapping convs to matrix-multiplication, transformers, layer fusion To follow along with the ... Producer-consumer locality, RDD abstraction, Spark implementation and scheduling To follow along with the course, visit the ... To follow along with the course, visit the course website: Finishing up transactional memory focusing on implementations of STM and HTM. To follow along with the course, visit the course ...

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Stanford CS149 I Parallel Computing I 2023 I Lecture 1 - Why Parallelism? Why Efficiency?
Stanford CS149 I Parallel Computing I 2023 I Lecture 2 - A Modern Multi-Core Processor
Stanford CS149 I Parallel Computing I 2023 I Lecture 7 - GPU architecture and CUDA Programming
Stanford CS149 I Parallel Computing I 2023 I Lecture 4 - Parallel Programming Basics
Stanford CS149 I Parallel Computing I 2023 I Lecture 8 - Data-Parallel Thinking
Stanford CS149 I Parallel Computing I 2023 I Lecture 11 - Cache Coherence
Stanford CS149 I Parallel Computing I 2023 I Lecture 14 - Midterm Review
Stanford CS149 I Parallel Computing I 2023 I Lecture 16 - Transactional Memory 1
Stanford CS149 I Lecture 6 - Performance Optimization II: Locality, Communication, and Contention
Stanford CS149 I Parallel Computing I 2023 I Lecture 15 - Domain Specific Programming Languages
Stanford CS149 I Parallel Computing I 2023 I Lecture 18 - Hardware Specialization
Stanford CS149 I 2023 I Lecture 13 - Fine-Grained Synchronization and Lock-Free Programming
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Stanford CS149 I Parallel Computing I 2023 I Lecture 1 - Why Parallelism? Why Efficiency?

Stanford CS149 I Parallel Computing I 2023 I Lecture 1 - Why Parallelism? Why Efficiency?

Challenges of parallelizing code, motivations for

Stanford CS149 I Parallel Computing I 2023 I Lecture 2 - A Modern Multi-Core Processor

Stanford CS149 I Parallel Computing I 2023 I Lecture 2 - A Modern Multi-Core Processor

Forms of

Sponsored
Stanford CS149 I Parallel Computing I 2023 I Lecture 7 - GPU architecture and CUDA Programming

Stanford CS149 I Parallel Computing I 2023 I Lecture 7 - GPU architecture and CUDA Programming

CUDA

Stanford CS149 I Parallel Computing I 2023 I Lecture 4 - Parallel Programming Basics

Stanford CS149 I Parallel Computing I 2023 I Lecture 4 - Parallel Programming Basics

Ways of thinking about

Stanford CS149 I Parallel Computing I 2023 I Lecture 8 - Data-Parallel Thinking

Stanford CS149 I Parallel Computing I 2023 I Lecture 8 - Data-Parallel Thinking

Data-

Sponsored
Stanford CS149 I Parallel Computing I 2023 I Lecture 11 - Cache Coherence

Stanford CS149 I Parallel Computing I 2023 I Lecture 11 - Cache Coherence

Definition of memory coherence, invalidation-based coherence using MSI and MESI, false sharing To follow along with the course ...

Stanford CS149 I Parallel Computing I 2023 I Lecture 14 - Midterm Review

Stanford CS149 I Parallel Computing I 2023 I Lecture 14 - Midterm Review

This lecture is a review for the course midterm. To follow along with the course, visit the course website: ...

Stanford CS149 I Parallel Computing I 2023 I Lecture 16 - Transactional Memory 1

Stanford CS149 I Parallel Computing I 2023 I Lecture 16 - Transactional Memory 1

Motivation for transactions, design space of transactional memory implementations. To follow along with the course, visit the ...

Stanford CS149 I Lecture 6 - Performance Optimization II: Locality, Communication, and Contention

Stanford CS149 I Lecture 6 - Performance Optimization II: Locality, Communication, and Contention

Message passing, async vs. blocking sends/receives, pipelining, increasing arithmetic intensity, avoiding contention To follow ...

Stanford CS149 I Parallel Computing I 2023 I Lecture 15 - Domain Specific Programming Languages

Stanford CS149 I Parallel Computing I 2023 I Lecture 15 - Domain Specific Programming Languages

Performance/productivity motivations for DSLs, case studies on several DSLs To follow along with the course, visit the course ...

Stanford CS149 I Parallel Computing I 2023 I Lecture 18 - Hardware Specialization

Stanford CS149 I Parallel Computing I 2023 I Lecture 18 - Hardware Specialization

Energy-efficient

Stanford CS149 I 2023 I Lecture 13 - Fine-Grained Synchronization and Lock-Free Programming

Stanford CS149 I 2023 I Lecture 13 - Fine-Grained Synchronization and Lock-Free Programming

Fine-grained synchronization via locks, basics of lock-free

Stanford CS149 I Parallel Computing I 2023 I Lecture 10 - Efficiently Evaluating DNNs on GPUs

Stanford CS149 I Parallel Computing I 2023 I Lecture 10 - Efficiently Evaluating DNNs on GPUs

Efficiently scheduling DNN layers, mapping convs to matrix-multiplication, transformers, layer fusion To follow along with the ...

Stanford CS149 I 2023 I Lecture 9 - Distributed Data-Parallel Computing Using Spark

Stanford CS149 I 2023 I Lecture 9 - Distributed Data-Parallel Computing Using Spark

Producer-consumer locality, RDD abstraction, Spark implementation and scheduling To follow along with the course, visit the ...

Stanford CS149 I Parallel Computing I 2023 I Lecture 19 - Accessing Memory + Course Wrap Up

Stanford CS149 I Parallel Computing I 2023 I Lecture 19 - Accessing Memory + Course Wrap Up

How DRAM works, suggestions for post-

Stanford CS149 I 2023 I Lecture 3 - Multi-core Arch Part II + ISPC Programming Abstractions

Stanford CS149 I 2023 I Lecture 3 - Multi-core Arch Part II + ISPC Programming Abstractions

To follow along with the course, visit the course website: https://gfxcourses.

Stanford CS149 I Parallel Computing I 2023 I Lecture 17 - Transactional Memory 2

Stanford CS149 I Parallel Computing I 2023 I Lecture 17 - Transactional Memory 2

Finishing up transactional memory focusing on implementations of STM and HTM. To follow along with the course, visit the course ...

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