EMEA 2021 tiny Talks: ZigZag: An Architecture-Mapping Design Space Exploration (DSE) Framework…



EMEA 2021 https://www.tinyml.org/event/emea-2021
tiny Talks
ZigZag: An Architecture-Mapping Design Space Exploration (DSE) Framework for Deep Learning Accelerator
Linyan MEI, PhD Student, KU Leuven

Building efficient embedded deep learning systems requires a tight co-design between DNN algorithms, hardware, and algorithm-to-hardware mapping, a.k.a. dataflow. However, owing to the large joint design space, finding an optimal solution through physical implementation becomes infeasible.
This talk introduces ZigZag, a rapid DSE framework for DNN accelerator architecture and mapping.
ZigZag consists of three key components: 1) an analytical energy-performance-area Hardware Cost Estimator, 2) two Mapping Search Engines that support spatial and temporal even/uneven mapping search, and 3) an Architecture Generator that auto-explores the wide memory hierarchy design space. It takes in a DNN model topology, hardware constraints, and technology parameters and produces optimal hardware architectures, mappings, and corresponding hardware cost (energy, latency, area) estimates. ZigZag uses an enhanced nested-for-loop format as a uniform representation to integrate algorithm, accelerator, and algorithm-to-accelerator mapping descriptions.
ZigZag extends the common DSE frameworks with uneven mapping opportunities and smart mapping search strategies for accelerated search. Uneven mapping decouples the memory hierarchy and mappings (temporal / spatial) of the different operands (W/I/O), opening up a whole new space for DSE, and thus better design points are found.
This talk will describe ZigZag and show the benchmarking experiments against published works, an in-house accelerator, and existing DSE frameworks, together with three case studies, to demonstrate the reliability and capability of ZigZag. Up to 64% more energy-efficient solutions are found compared to other SotAs DSE frameworks, due to ZigZag’s uneven mapping capabilities.
The talk will end with the newest research outcomes of the ZigZag team at KU Leuven, such as applying ZigZag to analog-in-memory-computing (AiMC) architectures and the new fast-and-flexible temporal mapping search method – Loop Order based Memory Allocation (LOMA).
ZigZag is published on IEEE Transactions on Computers, 2021:
https://ieeexplore.ieee.org/document/9360462
ZigZag is open-source on: https://github.com/ZigZag-Project/zigzag.

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    (dari apa yang saya baca) Apakah itu yang kamu gunakan di blogmu?|
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    dan tidak pernah berhasil mendapatkan hampir semua hal selesai.|
    Wow itu aneh. Saya baru saja menulis komentar yang sangat panjang tetapi setelah saya mengklik kirim, komentar saya tidak muncul.
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    Bagaimanapun, hanya ingin mengatakan blog fantastis!|
    WOW apa yang saya cari. Datang ke sini dengan mencari radiumplay|
    Luar biasa artikel. Terus menulis informasi semacam itu di halaman Anda.
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    teman-teman saya. Saya percaya diri mereka akan mendapat manfaat dari situs web
    ini.|
    Bolehkah saya sederhana mengatakan apa bantuan untuk menemukan seseorang yang sebenarnya mengerti apa mereka berdiskusi di internet.
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    Halo! Apakah Anda keberatan jika saya membagikan blog Anda dengan grup twitter saya?
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    Anda pada kenyataannya seorang webmaster luar biasa.

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    Selain itu, Isinya adalah masterpiece. Anda memiliki melakukan luar biasa pekerjaan dalam hal
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    Halo! Saya sadar ini agakf-topic tapi Saya perlu untuk bertanya.

    Apakah mengelola situs web yang mapan seperti milik Anda
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    Hmm apakah ada orang lain yang mengalami masalah dengan gambar di pemuatan blog ini?
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    Setiap saran akan sangat dihargai.|
    Halo hanya ingin memberi Anda informasi brief dan memberi tahu Anda
    bahwa beberapa gambar tidak dimuat dengan benar. Saya tidak yakin mengapa tetapi saya pikir ini masalah penautan. Saya sudah mencobanya di dua web browser yang berbeda dan keduanya menunjukkan hasil yang sama.|
    Halo luar biasa blog! Apakah menjalankan blog seperti ini memerlukan banyak
    berhasil? Saya tidak pemahaman coding tetapi saya dulu berharap untuk memulai blog saya sendiri soon. Bagaimanapun,
    harus Anda memiliki saran atau teknik untuk pemilik blog
    baru, silakan bagikan. Saya mengerti ini di luar subjek namun Saya hanya harus bertanya.
    Cheers!|
    Halo! Saya sedang bekerja browsing blog Anda dari iphone baru saya!
    Hanya ingin mengatakan bahwa saya suka membaca blog Anda dan menantikan semua postingan Anda!
    Lanjutkan pekerjaan luar biasa!|
    Selamat siang! Ini agak di luar topik, tetapi saya memerlukan beberapa saran dari blog yang sudah mapan. Apakah
    sangat sulit untuk membuat blog Anda sendiri?
    Saya tidak terlalu teknis tetapi saya dapat memecahkan masalah
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    yakin harus mulai dari mana. Apakah Anda punya poin atau saran? Terima kasih|
    Halo! Apakah Anda menggunakan Twitter? Saya ingin mengikuti Anda jika itu ok.
    Saya tidak diragukan lagi menikmati blog Anda dan menantikan postingan baru.|
    Hai disana, Anda telah melakukan pekerjaan hebat.
    Saya akan pasti menggalinya dan secara pribadi menyarankan kepada teman-teman saya.
    Saya yakin mereka akan mendapat manfaat dari situs web ini.|
    Halo! Tahukah Anda jika mereka membuat plugin untuk help dengan SEO?
    Saya mencoba membuat peringkat blog saya untuk beberapa
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    Jika Anda tahu ada tolong bagikan. Terima kasih!|
    Halo ini agak di luar topik tapi saya ingin tahu apakah blog menggunakan editor WYSIWYG
    atau jika Anda harus membuat kode secara manual dengan HTML.
    Saya akan segera memulai blog tetapi tidak memiliki pengetahuan pengkodean jadi saya ingin mendapatkan bimbingan dari
    seseorang yang berpengalaman. Bantuan apa pun akan sangat dihargai!|
    Ini adalah pertama kalinya saya berkunjungan cepat di sini dan saya benar-benar terkesan untuk membaca segalanya di tempat tunggal.|
    Ini seperti Anda membaca pikiran saya! Anda tampaknya tahu banyak tentang ini, seperti Anda menulis
    buku di dalamnya atau semacamnya. Saya pikir Anda dapat melakukannya dengan beberapa foto untuk mengarahkan pesan ke rumah sedikit, tetapi daripada itu, ini luar biasa blog.
    Bagus bacaan. Saya akan pasti akan kembali.|
    Wow, luar biasa! Sudah berapa lama Anda ngeblog?
    Anda membuat blogging terlihat mudah. Tampilan keseluruhan situs web Anda luar biasa,
    apalagi kontennya!|
    Wow, luar biasa blog struktur! Sudah berapa panjang pernahkah
    Anda blogging? Anda membuat menjalankan blog sekilas mudah.
    Total Sekilas situs Anda luar biasa, sebagai baik sebagai materi konten!
    }

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