Processing-in-memory architectures and programming libraries for bioinformatics algorithms

Informazioni relative al progetto

BioPIM

ID dell’accordo di sovvenzione: 101047160

DOI

10.3030/101047160

Data della firma CE 21 Febbraio 2022

Data di avvio 1 Maggio 2022

Data di completamento 30 Aprile 2026

Finanziato da

• The European Innovation Council (EIC)

Costo totale

€ 1 966 665,00

Contributo UE

€ 1 966 665,00

Coordinato da

BILKENT UNIVERSITESI VAKIF
Türkiye

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (15)

3D Stacked Memory Model Report - 1

This report includes survey of different 3D-stacked memories and their various logic layer architectures, including survey on state-of-the art logic layer designs

Workload Characterization Document for Alignment and Search Algorithms - 2

Report about workload characterization for alignment and search algorithms

Workload Characterization Document for Graph Algorithms - 1

Report about workload characterization for graph algorithms

DPU Model Report - 2

Report about DPU model

Data management plan

Plan for data management life cycle of the collected processed andor generated data in the scope of BioPIM including information about procedures quality standards etc

Workload Characterization Document for Graph Algorithms - 2

Report about workload characterization for graph algorithms

DPU Model Report - 4

Report about DPU model

DPU Model Report - 3

Report about DPU model

Workload Characterization Document for Machine Learning and Deep Learning Algorithms - 2

Report about workload characterization for machine learning and deep learning algorithms

DPU Model Report - 1

Report about DPU model

Dissemination, communication and exploitation report - 1

Dissemination, communication and exploitation report

Workload Characterization Document for Machine Learning and Deep Learning Algorithms - 1

Report about workload characterization for machine learning and deep learning algorithms

Workload Characterization Document for Data Structures and Data Mapping - 1

Report about workload characterization for data structures and data mapping

Workload Characterization Document for Data Structures and Data Mapping - 2

Report about workload characterization for data structures and data mapping

Workload Characterization Document for Alignment and Search Algorithms - 1

Report about workload characterization for alignment and search algorithms

Other (1)

Project website and logo

Pubblicazioni

Peer reviewed articles (22)

ViRAL: Vision Transformer Based Accelerator for ReAL Time Lineage Assignment of Viral Pathogens

Autori: Zuher Jahshan, Esteban Garzón, Leonid Yavits
Pubblicato in: IEEE Access, Numero 12, 2024, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/access.2024.3367801

Designing Precharge-Free Energy-Efficient Content-Addressable Memories

Autori: Ramiro Taco, Esteban Garzón, Robert Hanhan, Adam Teman, Leonid Yavits, Marco Lanuzza
Pubblicato in: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Numero 32, 2024, ISSN 1063-8210
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVLSI.2024.3475036

OCCAM: An Error Oblivious CAM

Autori: Yuval Harary; Paz Snapir; Eyal Reshef; Esteban Garzón; Leonid Yavits
Pubblicato in: IEEE Solid-State Circuits Letters, 2024, ISSN 2573-9603
Editore: IEEE
DOI: 10.1109/lssc.2024.3362891

A framework for high-throughput sequence alignment using real processing-in-memory systems

Autori: Safaa Diab, Amir Nassereldine, Mohammed Alser, Juan Gómez Luna, Onur Mutlu, Izzat El Hajj
Pubblicato in: Bioinformatics, Numero 39, 2023, ISSN 1367-4811
Editore: Oxford University Press (OUP)
DOI: 10.1093/bioinformatics/btad155

MajorK: Majority Based <i>k</i>mer Matching in Commodity DRAM

Autori: Z. Jahshan, L. Yavits
Pubblicato in: IEEE Computer Architecture Letters, Numero 23, 2024, ISSN 1556-6056
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LCA.2024.3384259

A Low-Energy DMTJ-Based Ternary Content- Addressable Memory With Reliable Sub-Nanosecond Search Operation

Autori: Esteban Garzón, Leonid Yavits, Giovanni Finocchio, Mario Carpentieri, Adam Teman, Marco Lanuzza
Pubblicato in: IEEE Access, Numero 11, 2024, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/ACCESS.2023.3245981

DRAMA: Commodity DRAM Based Content Addressable Memory

Autori: L. Yavits
Pubblicato in: IEEE Computer Architecture Letters, Numero 23, 2024, ISSN 1556-6056
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/LCA.2023.3341830

Approximate Content-Addressable Memories: A Review

Autori: Esteban Garzón, Leonid Yavits, Adam Teman, Marco Lanuzza
Pubblicato in: Chips, Numero 2, 2025, ISSN 2674-0729
Editore: MDPI AG
DOI: 10.3390/chips2020005

RawAlign: Accurate, Fast, and Scalable Raw Nanopore Signal Mapping via Combining Seeding and Alignment

Autori: Joël Lindegger, Can Firtina, Nika Mansouri Ghiasi, Mohammad Sadrosadati, Mohammed Alser, Onur Mutlu
Pubblicato in: arXiv, 2023, ISSN 2331-8422
Editore: arXiv
DOI: 10.5281/ZENODO.15086073

Constructing and personalizing population pangenome graphs

Autori: Rayan Chikhi, Yoann Dufresne, Paul Medvedev
Pubblicato in: Nature Methods, Numero 21, 2024, ISSN 1548-7091
Editore: Springer Science and Business Media LLC
DOI: 10.1038/s41592-024-02402-7

Efficient mapping of accurate long reads in minimizer space with mapquik

Autori: Bariş Ekim, Kristoffer Sahlin, Paul Medvedev, Bonnie Berger, Rayan Chikhi
Pubblicato in: Genome Research, 2023, ISSN 1088-9051
Editore: Cold Spring Harbor Laboratory
DOI: 10.1101/gr.277679.123

A Low-Complexity Sensing Scheme for Approximate Matching Content-Addressable Memory

Autori: Esteban Garzón; Roman Golman; Marco Lanuzza; Adam Teman; Leonid Yavits
Pubblicato in: IEEE Transactions on Circuits and Systems II: Express Briefs, 2023, ISSN 1558-3791
Editore: IEEE
DOI: 10.1109/tcsii.2023.3286257

DIPER: Detection and Identification of Pathogens Using Edit Distance-Tolerant Resistive CAM

Autori: Itay Merlin, Esteban Garzón, Alexander Fish, Leonid Yavits
Pubblicato in: IEEE Transactions on Computers, Numero 73, 2024, ISSN 0018-9340
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TC.2023.3315829

ApHMM: Accelerating Profile Hidden Markov Models for Fast and Energy-efficient Genome Analysis

Autori: Can Firtina; Kamlesh Pillai; Gurpreet S. Kalsi; Bharathwaj Suresh; Damla Senol Cali; Jeremie S. Kim; Taha Shahroodi; Meryem Banu Cavlak; Joël Lindegger; Mohammed Alser; Juan Gómez Luna; Sreenivas Subramoney; Onur Mutlu
Pubblicato in: ACM Transactions on Architecture and Code Optimization, 2024, ISSN 1544-3973
Editore: Association for Computing Machinery
DOI: 10.3929/ethz-b-000663170

Will computing in memory become a new dawn of associative processors?

Autori: Leonid Yavits
Pubblicato in: Memories - Materials, Devices, Circuits and Systems, Numero 4, 2024, ISSN 2773-0646
Editore: Elsevier BV
DOI: 10.1016/j.memori.2023.100033

RUBICON: a framework for designing efficient deep learning-based genomic basecallers

Autori: Gagandeep Singh; Mohammed Alser; Kristof Denolf; Can Firtina; Alireza Khodamoradi; Meryem Banu Cavlak; Henk Corporaal; Onur Mutlu
Pubblicato in: Genome Biology, 2024, ISSN 1474-760X
Editore: Genome Biology
DOI: 10.3929/ethz-b-000661676

SVDSS: structural variation discovery in hard-to-call genomic regions using sample-specific strings from accurate long reads

Autori: Luca Denti, Parsoa Khorsand, Paola Bonizzoni, Fereydoun Hormozdiari, Rayan Chikhi
Pubblicato in: Nature Methods, Numero 20, 2023, ISSN 1548-7091
Editore: Springer Science and Business Media LLC
DOI: 10.1038/s41592-022-01674-1

AM4: MRAM Crossbar Based CAM/TCAM/ACAM/AP for In-Memory Computing

Autori: Esteban Garzón; Marco Lanuzza; Adam Teman; Leonid Yavits
Pubblicato in: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Numero 1, 2023, ISSN 2156-3365
Editore: IEEE
DOI: 10.5281/zenodo.8087076

ViTAL: Vision TrAnsformer based Low coverage SARS-CoV-2 lineage assignment

Autori: Zuher Jahshan; Leonid Yavits
Pubblicato in: Bioinformatics, 2024, ISSN 1367-4811
Editore: Bioinformatics
DOI: 10.1093/bioinformatics/btae093

FASTA: Revisiting Fully Associative Memories in Computer Microarchitecture

Autori: Esteban Garzón, Robert Hanhan, Marco Lanuzza, Adam Teman, Leonid Yavits
Pubblicato in: IEEE Access, Numero 12, 2024, ISSN 2169-3536
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/access.2024.3355961

ClaPIM: Scalable Sequence Classification Using Processing-in-Memory

Autori: Marcel Khalifa, Barak Hoffer, Orian Leitersdorf, Robert Hanhan, Ben Perach, Leonid Yavits, Shahar Kvatinsky
Pubblicato in: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, Numero 31, 2023, ISSN 1063-8210
Editore: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/TVLSI.2023.3293038

RawHash: enabling fast and accurate real-time analysis of raw nanopore signals for large genomes

Autori: Can Firtina, Nika Mansouri Ghiasi, Joel Lindegger, Gagandeep Singh, Meryem Banu Cavlak, Haiyu Mao, Onur Mutlu
Pubblicato in: Bioinformatics, Numero 39, 2023, ISSN 1367-4803
Editore: Oxford University Press (OUP)
DOI: 10.1093/bioinformatics/btad272

Conference proceedings (11)

Accelerating Genome Analysis via Algorithm-Architecture Co-Design

Autori: Onur Mutlu, Can Firtina
Pubblicato in: Design Automation Conference (DAC) 2023, 2023, ISSN 2331-8422
Editore: arXiv
DOI: 10.5281/zenodo.8087173

Parallelization of the Banded Needleman & Wunsch Algorithm on UPMEM PiM Architecture for Long DNA Sequence Alignment

Autori: Meven Mognol, Dominique Lavenier, Julien Legriel
Pubblicato in: 2024
Editore: ACM
DOI: 10.1145/3673038.36730

Energy Efficiency Impact of Processing in Memory: A Comprehensive Review of Workloads on the UPMEM Architecture

Autori: Yann Falevoz, Julien Legriel
Pubblicato in: Lecture Notes in Computer Science, Euro-Par 2023: Parallel Processing Workshops, 2024
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-031-48803-0_13

TransPimLib: Efficient Transcendental Functions for Processing-in-Memory Systems

Autori: Maurus Item, Geraldo F. Oliveira, Juan Gómez-Luna, Mohammad Sadrosadati, Yuxin Guo, Onur Mutlu
Pubblicato in: 2023 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 2023
Editore: IEEE
DOI: 10.1109/ISPASS57527.2023.00031

An Experimental Evaluation of Machine Learning Training on a Real Processing-in-Memory System

Autori: Juan Gómez Luna, Yuxin Guo, Sylvan Brocard, Julien Legriel, Remy Cimadomo, Geraldo F. Oliveira, Gagandeep Singh, Onur Mutlu
Pubblicato in: ISPASS, 2022, ISSN 2331-8422
Editore: arXiv
DOI: 10.5281/ZENODO.8087127

MiMyCS: A Processing-in-Memory Read Mapper for Compressing Next-Gen Sequencing Datasets

Autori: Florestan de Moor, Meven Mognol, Charles Deltel, Erwan Drezen, Julien Legriel, Dominique Lavenier
Pubblicato in: 2024
Editore: Hal open science
DOI: 10.1109/BIBM62325.2024.10821790

Swordfish: A Framework for Evaluating Deep Neural Network-based Basecalling using Computation-In-Memory with Non-Ideal Memristors

Autori: Taha Shahroodi, Gagandeep Singh, Mahdi Zahedi, Haiyu Mao, Joel Lindegger, Can Firtina, Stephan Wong, Onur Mutlu, Said Hamdioui
Pubblicato in: 2023
Editore: Association for Computing Machinery
DOI: 10.1145/3613424.3614252

QUETZAL: Vector Acceleration Framework for Modern Genome Sequence Analysis Algorithms

Autori: Julian Pavon, Ivan Vargas Valdivieso, Carlos Rojas, Cesar Hernandez, Mehmet Aslan, Roger Figueras, Yichao Yuan, Joël Lindegger, Mohammed Alser, Francesc Moll, Santiago Marco-Sola, Oguz Ergin, Nishil Talati, Onur Mutlu, Osman Unsal, Mateo Valero, Adrian Cristal
Pubblicato in: 2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture (ISCA), 2024
Editore: IEEE
DOI: 10.1109/ISCA59077.2024.00050

MegIS: High-Performance, Energy-Efficient, and Low-Cost Metagenomic Analysis with In-Storage Processing

Autori: Nika Mansouri Ghiasi, Mohammad Sadrosadati, Harun Mustafa, Arvid Gollwitzer, Can Firtina, Julien Eudine, Haiyu Mao, Joël Lindegger, Meryem Banu Cavlak, Mohammed Alser, Jisung Park, Onur Mutlu
Pubblicato in: 2024
Editore: arXiv
DOI: 10.5281/ZENODO.15085962

SimplePIM: A Software Framework for Productive and Efficient Processing-in-Memory

Autori: Jinfan Chen, Juan Gómez-Luna, Izzat El Hajj, Yuxin Guo, Onur Mutlu
Pubblicato in: 2023 32nd International Conference on Parallel Architectures and Compilation Techniques (PACT), 2024
Editore: IEEE
DOI: 10.1109/PACT58117.2023.00017

DASH-CAM: Dynamic Approximate SearcH Content Addressable Memory for genome classification

Autori: Zuher Jahshan, Itay Merlin, Esteban GarzÓN, Leonid Yavits
Pubblicato in: 56th Annual IEEE/ACM International Symposium on Microarchitecture, 2023
Editore: ACM
DOI: 10.1145/3613424.3614262

Other (2)

GateSeeder: Near-memory CPU-FPGA Acceleration of Short and Long Read Mapping

Autori: Julien Eudine, Mohammed Alser, Gagandeep Singh, Can Alkan, Onur Mutlu
Pubblicato in: 2023
Editore: arXiv
DOI: 10.48550/arXiv.2309.17063

GAPiM: Discovering Genetic Variations on a Real Processing-in-Memory System

Autori: Naomie Abecassis, Juan Gómez-Luna, Onur Mutlu, Ran Ginosar, Aphélie Moisson-Franckhauser, Leonid Yavits
Pubblicato in: 2024
Editore: Cold Spring Harbor Laboratory
DOI: 10.1101/2023.07.26.550623