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Implementation of a cache simulator, a branch predictor and a dynamic instruction schedulor.

The Swarm Architecture

Making multicore parallelism pervasive, get started with swarm.

The Swarm project aims to scale hard-to-parallelize applications through research in programming models and multicore architectures. Our goal is to enable programmers to write efficient and scalable parallel programs as easily as they write sequential programs today.

Code Releases

Swarm code is publicly released at the SwarmArch org on GitHub.

Links to specific code repositories related to particular publications are also included below.


Taming the Zoo: The Unified GraphIt Compiler Framework for Novel Architectures Ajay Brahmakshatriya , Emily Furst , Victor A. Ying , Claire Hsu , Changwan Hong , Max Ruttenberg, Yunming Zhang , Dai Cheol Jung, Dustin Richmond , Michael B. Taylor , Julian Shun , Mark Oskin , Daniel Sanchez , and Saman Amarasinghe Proceedings of the 48th Annual International Symposium on Computer Architecture (ISCA) , June 2021 PDF , BibTeX , code on GitHub

T4: Compiling Sequential Code for Effective Speculative Parallelization in Hardware Victor A. Ying , Mark C. Jeffrey , and Daniel Sanchez Proceedings of the 47th Annual International Symposium on Computer Architecture (ISCA) , June 2020 PDF , DOI , BibTeX , video , slides , lightning slides , code on GitHub

Chronos: Efficient Speculative Parallelism for Accelerators Maleen Abeydeera and Daniel Sanchez Proceedings of the 25th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS) , March 2020 PDF , DOI , BibTeX , video , code on GitHub

Harmonizing Speculative and Non-Speculative Execution in Architectures for Ordered Parallelism Mark C. Jeffrey , Victor A. Ying , Suvinay Subramanian , Hyun Ryong (Ryan) Lee, Joel Emer , and Daniel Sanchez Proceedings of the 51st Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) , October 2018 PDF , DOI , BiBTeX

SAM: optimizing multithreaded cores for speculative parallelism Maleen Abeydeera, Suvinay Subramanian , Mark C. Jeffrey , Joel Emer , and Daniel Sanchez Proceedings of the 27th International Conference on Parallel Architectures and Compilation Techniques (PACT) , September 2017 PDF , DOI , BibTeX

Fractal: An Execution Model for Fine-Grain Nested Speculative Parallelism Suvinay Subramanian , Mark C. Jeffrey , Maleen Abeydeera, Hyun Ryong (Ryan) Lee, Victor A. Ying , Joel Emer , and Daniel Sanchez Proceedings of the 44th Annual International Symposium on Computer Architecture (ISCA) , June 2017 PDF , DOI , BibTeX

Data-Centric Execution of Speculative Parallel Programs Mark C. Jeffrey , Suvinay Subramanian , Maleen Abeydeera, Joel Emer , and Daniel Sanchez Proceedings of the 49st Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) , October 2016 PDF , DOI , BibTeX

Unlocking Ordered Parallelism with the Swarm Architecture Mark C. Jeffrey , Suvinay Subramanian , Cong Yan , Joel Emer , and Daniel Sanchez IEEE Micro’s Top Picks from the Computer Architecture Conferences , 36(3), May/June 2016 PDF , DOI , BibTeX

A Scalable Architecture for Ordered Parallelism Mark C. Jeffrey , Suvinay Subramanian , Cong Yan , Joel Emer , and Daniel Sanchez Proceedings of the 48st Annual IEEE/ACM International Symposium on Microarchitecture (MICRO) , December 2015 PDF , DOI , BibTeX

Recorded Talks

In addition to the links to specific videos for papers above, we have collected all videos describing Swarm projects in this YouTube playlist .

Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks IEEE ISSCC 2016

Email: eyeriss at mit dot edu

Welcome to the Eyeriss Project website!

We will be giving a two day short course on Designing Efficient Deep Learning Systems on July 17-18, 2023 on MIT Campus (with a virtual option). To find out more, please visit MIT Professional Education .

Recent News

Updated link to our book on Efficient Processing of Deep Neural Networks at here .

Our book on Efficient Processing of Deep Neural Networks now available for pre-order at here .

Video and slides of NeurIPS tutorial on Efficient Processing of Deep Neural Networks: from Algorithms to Hardware Architectures available here .

We will be giving a two day short course on Designing Efficient Deep Learning Systems at MIT in Cambridge, MA on July 20-21, 2020 . To find out more, please visit MIT Professional Education .

Eyeriss is highlighted in MIT Technology Review. [ LINK ]

Our paper on "Eyeriss v2: A Flexible Accelerator for Emerging Deep Neural Networks on Mobile Devices" has been accepted for publication in IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS). [ paper PDF | earlier version arXiv ].

Eyeriss is an energy-efficient deep convolutional neural network (CNN) accelerator that supports state-of-the-art CNNs, which have many layers, millions of filter weights, and varying shapes (filter sizes, number of filters and channels). The test chip features a spatial array of 168 processing elements (PE) fed by a reconfigurable multicast on-chip network that handles many shapes and minimizes data movement by exploiting data reuse. Data gating and compression are used to reduce energy consumption. The chip has been fully integrated with the Caffe deep learning framework. The video below demonstrates a real-time 1000-class image classification task using pre-trained AlexNet that runs on our Eyeriss Caffe system. The chip can run the convolutions in AlexNet at 35 fps with 278 mW power consumption, which is 10 times more energy efficient than mobile GPUs.

Eyeriss Architecture

Press Coverage

--> downloads, related papers.

Related Websites and Resources


This work is funded by the DARPA YFA grant N66001-14-1-4039, MIT Center for Integrated Circuits & Systems, and gifts from Intel and Nvidia.

© MIT EEMS 2016



This Summer 2023, I am interning at AMD Research in Seattle/Bellevue.

I am a third year Electrical and Computer Engineering PhD candidate at Princeton. I am advised by Prof. David Wentzlaff in the Princeton Parallel Group .

I did my undergrad at Duke in Electrical and Computer Engineering. I was advised by Prof. Krishnendu Chakrabarty and his graduate students and conducted research on VLSI testing.

I am supported by Princeton’s Gordon Y. S. Wu Fellowship and the NSF Graduate Research Fellowship Program.

Research Interests

My research is broadly related to computer architecture, with a heavy focus of chip architecture, realizing real systems, and the economics of building chips.

Some current research areas include computer architecture supply chain and economic modeling, chip architectures for supply chain security, general hardware security, and sustainable computer architecture. I have also been incredibly fortunate to have worked on two large chip tapeout projects which have influenced my research directions.

I also work on the DECADES Project

Additionally, I am passionate about building research and student communities. I serve on the Computer Architecture Student Association steering committee and often organize social events with the Princeton computer architects. If you’re ever in the Princeton area or meet me at a conference, please reach out and say hello!



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Need help in creating a PDF with JAVASCRIPT that can be opened and run in Adobe Acrobat Reader. I want to have a PDF form with heading and checkboxes, that I can place checkmarks by desired items. I want to have a button that will copy into the computer clipboard - only the checkbox items that were checked, and leave out the items that were not checked.. (My plan will be to then paste the clipboard contents into another program) I also want a button that will clear all the checkboxes, if they had been checked. I also want the Heading(s) to be copied as well, but only if an item under that heading had been checked. If no intel under that heading had been checked, then that heading should not be copied over. I want to be able to later add additional headings and checkbox item...

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Preface: I started to make a simple Python script for my professional practice. It is intended to be used by myself, and nobody else. It is intended to be used in a medical practice to improve the robustness, and remove some uncertainty, of a medical treatment administered within a niche modality. It is not intended for retail sale (no FDA clearance required). Purpose: The purpose of this software is to visualize, and analyze, the planned positions of a medical linear accelerator in relation to the external surface of a patient receiving radiation therapy. Design: The software should prompt the user for the files necessary to perform this analysis--an RTStruct DICOM file containing a contour named 'Body', and a .csv file containing the planned (x, y, z) coordinates of the plann...

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...repeated. 5- Button to finish on click a unique short link generated 6- this link on open the provided data before it must appear as the following: -Our Logo and Company details in the head Section 1- Numbering 1,2,3 It may Have one Hotel or more + Hotel Name 2- Stars 1 to 5 as provided before 3-Room Type 4- Location on map 5- Photos with a nice slider and popup, zoom out in 6- Packages Include with icons 7- Date From - To & Persons & Room Type Again & Price 8- Ability to download the page as PDF. Suggested WorkFlow: Project Setup and User Authentication Module - Set up the development environment, version control, and project skeleton. - Develop the User Authentication Module, including the admin login functionality. Main Page and Hotel Management Module - Develop ...

I am in need of a minimalist and modern logo for my company, Inspired Products. I am open to suggestions for colors and symbols or icons that could be used in the design. Ideal skills for this project would be: - Graphic design experience - Creativity and ability to come up with unique and minimalist concepts - Strong communication skills to work collaboratively with me in order to achieve the desired outcome The final product should be a simple yet memorable logo that accurately represents my company and its values.

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Detailed Job Description: Must have atleast 6 years of experience in Dynamics CRM. Dynamics 365 Technical with hands on complex Customizations and Configurations and integrations. Must have good knowledge on Dynamics 365 and coding best practices. Includes design specifications, programming, problem diagnosis, debugging, testing, modification and assurance of technical requirements of computer programs per established industry practices and Customers Development Management Methodology DMM.

...involvement will contribute to the development of a diverse and comprehensive dataset that will help improve the understanding of human emotions in various contexts. Please find below the instructions for recording your voice samples: Recording Environment: Ensure that you are in a quiet and well-lit room with minimal background noise. Use a high-quality microphone, preferably connected to a computer or recording device, to ensure the best possible audio quality. Emotional Contexts: You will be asked to read a set of sentences from the Harvard sentences list while portraying the following emotions: Anger, Disgust, Joy, Fear, Surprise, Sadness, Anxiety, Confusion, Contempt, and Coyness. Each emotion should be recorded separately, and each sentence should be recited twice per em...

Redesign existing website 1 Page website with 5 sections - Home, collection, services, about us, contact us 2 sections may need coding on editor X it will consist of a customized gallery slider other slide will consist of 4 interactive icons /buttons where if you click a picture (gallery of 2/3 pictures) will open up into the box or section, will be able to close the gallery and click on the next button/icon T

I am in need of a skilled writer to create a Journal review research paper for my Computer Science Engineering degree. The focus of the research paper will be on Smart contract field . The preferred format for the research paper is IEEE Journal. The research paper should include 10-20 sources, which should be properly cited. Ideal skills and experience: - Excellent writing skills - Experience in academic writing, preferably in the field of computer science - Knowledge of the chosen topic and related sources - Familiarity with the preferred format (APA/MLA/Chicago) - Ability to meet deadlines and communicate effectively throughout the project.

...progress updates. Requirements: An undergraduate or masters degree in a commerce-related field such as Public Relations, Sales, Marketing, or Business Administration. Excellent networking and speaking skills. Strong decision-making skills and ability to lead a team. Passionate about community building and student engagement. Availability to commit at least 15 hours per week. Must have access to a computer and reliable internet connection. Must have a very good knowledge of Hyderabad Note: This job description is a general guideline and may vary depending on the specific requirements and policies of your college....

I am looking for a simple, bold and dynamic logo for an Action Design Company: 'NADS' (Norris Action Design Studio). The logo should be in black and white (coloured versions are welcome, but the logo must work in black and white). As the logo is for a company that designs major action sequences for Hollywood Blockbusters, any imagery should incorporate action and film industry-r...white (coloured versions are welcome, but the logo must work in black and white). As the logo is for a company that designs major action sequences for Hollywood Blockbusters, any imagery should incorporate action and film industry-related design elements. Sans-Serif fonts are preferred. Ideal skills and experience for the job include: - Graphic design - Logo design - Knowledge of industry-specific i ...

We are seeking a skilled Python developer with experience in computer vision to create a Python script that can detect and locate a specific white puzzle shape in various images. The script should be able to accurately identify the puzzle piece and provide the coordinates or a bounding box around it. If you have any questions or need further clarification, please don't hesitate to reach out.

I am looking for a logo design for my business and am open to suggestions for color schemes. The ideal candidate should have experience in creating modern and sleek designs. I would like specific elements/ icons incorporated into the logo, but I am open to the designer's suggestions. The final product should be visually appealing and represent my brand effectively. I want the logo colourful to inspire kids and it should include a turtle. My business is all about educational crafts. My business’s name is ‘woow crafts’.

...all desktop icons and disables the context menu. Disable ability to edit or delete desktop files Protects desktop icons and files from tampering: they can be executed, but cannot be edited or deleted. Directories are not protected, only icons or files. If new files are added to the desktop, restrictions will need to be re-applied in order to protect them. Disable drag & drop Disables the ability to drag and drop files, icons and windows. Disable edge swiping using touch Disables the ability to swipe using touch from the edges of the screen. Hide the taskbar Hides the taskbar and disables the Start menu. Disable the taskbar The taskbar becomes read-only. All the taskbar icons and buttons are disabled. Hide system tray Hides the right-side area of th...

I am looking for experienced Flutter developer for ongoing work. To start, I have created a few basic styling tasks attached in the zip. Basically you need to do the following: 1. Replace spinning icon (loading) with a PNG image 2. Permission popups have different colours. I want one single...for experienced Flutter developer for ongoing work. To start, I have created a few basic styling tasks attached in the zip. Basically you need to do the following: 1. Replace spinning icon (loading) with a PNG image 2. Permission popups have different colours. I want one single colour scheme for all permissions (there are about 3 permission) 3. Style a button to grow with text 4. Change check icons (on and off) and toggle icon (on and off) They are quite simple tasks if you know what you a...

I am not an attorney. I am needing assistance filing a few motions and subpoenas because I have no idea how to use computer technology required to submit. There are probably other ways a para legal could assist. I am not in need of legal advice. I don’t know how to make files or attach them. That is part of my needs. I have paper copies.

...Neural Networks, Fuzzy Systems, Rough Set Theory, Chaos Theory and Evolutionary Algorithms Reasoning, Knowledge Extraction and Knowledge Management. Applications of Computer Science in Modeling. Visualization and Multimedia. Data and Information Systems. Internet and Distributed Computer Systems. Semantic Web Technologies and Social Semantic Web Graphics and Imaging Bio-informatics Natural Language Processing Computational Mathematics Robotics and Micro-Robotics Theoretical Informatics Quantum Computing Software Testing Computer Vision Digital Systems Pervasive Computing Computational Topology Information Personalization Human- Computer Interaction Ensemble Modeling Wavelet Representations Principle of Concurrency Software Life-cycle Management Social Network ...


  1. Computer architecture.

    computer architecture related project


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  3. Define Computer Architecture And Computer Organization / Computer

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  5. How CPUs are Designed and Built: Fundamentals of Computer Architecture

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  6. PC Architect

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  1. Computer Architecture: Lecture (4)

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  1. GitHub

    Computer architecture related projects. Contribute to snie2012/computer-architecture-projects development by creating an account on GitHub

  2. MSX Computer Architecture links related

    A clipping of some interesting posts from forum. UNAPI v1.1 (Unified procedure for API definition and discovery on MSX computers)

  3. August Ning

    Oct 2022 - Poster on computer architecture for chip manufacturing surplus presented at MICRO 2022's ACM Student Research Competition. I am interested in computer architecture research related to building chips

  4. Page 15

    Page 15 results. computer+architecture+simulator free download. View, compare, and download computer+architecture+simulator at SourceForge

  5. Masters in Architecture

    However, no matter what architecture degree you choose, you'll still complete coursework in the following topics: design, building science, structural engineering, architectural history, and other topics relating to theory and practice

  6. Computer icons 48x48 Jobs, Employment

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