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Record W4401211711 · doi:10.1109/isca59077.2024.00068

Realizing the AMD Exascale Heterogeneous Processor Vision : Industry Product

2024· article· en· W4401211711 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicAdvanced Memory and Neural Computing
Canadian institutionsAdvanced Micro Devices (Canada)
Fundersnot available
KeywordsComputer scienceProduct (mathematics)Computer architectureComputer graphics (images)

Abstract

fetched live from OpenAlex

AMD had previously detailed its exascale research journey from initial targets and requirements to the development and evolution of its vision of a high-performance computing (HPC) accelerated processing unit (APU), dubbed the Exascale Heterogeneous Processor or EHP. At the conclusion of that work, the learnings were integrated into the design of the node architecture that went into the Frontier supercomputer, the world’s first exascale machine. However, while the Frontier node architecture embodied many of the attributes of the EHP concept, advanced heterogeneous integration capabilities at the time were not yet sufficiently mature to realize our vision of a fully-integrated APU for HPC and AI. In this paper, we finish the EHP’s story by digging deeper into why an APU was not the right solution at the time of our first exascale architecture, what the shortcomings were of previous EHP concepts, and how AMD further evolved the concept into the AMD Instinct™ MI300A APU. MI300A is the culmination of years of AMD developments in advanced packaging technologies, its APU hardware and software, and the next step in our highly effective chiplet strategy to not only deliver a groundbreaking design for exascale computing, but to also meet the demands of new large-language model and generative AI applications.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.599
Threshold uncertainty score0.272

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.015
GPT teacher head0.266
Teacher spread0.252 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Quick stats

Citations30
Published2024
Admission routes1
Has abstractyes

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