Cosine similarity metric calculation on low power heterogeneous computing platform Michał...
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![Page 1: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/1.jpg)
Cosine similarity metric calculation on low power heterogeneous computing platform
Michał Karwatowski1,2, Sebastian Koryciak1,2,Ernest Jamro1,2, Agnieszka Dąbrowska-Boruch1,2, Kazimierz Wiatr1
1AGH University of Science and Technology, al. Mickiewicza 30, 30-059 Kraków,2ACK Cyfronet AGH, ul. Nawojki 11, 30-950 Kraków
KUKDM 11-13.03.2015 Zakopane
![Page 2: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/2.jpg)
Agenda
FPGA based hardware accelerated computing
Text similarity analysis
Search algorithm implementation
Results
Future work
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![Page 3: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/3.jpg)
FPGA based hardware accelerated computing
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![Page 4: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/4.jpg)
Text similarity analysis
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![Page 5: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/5.jpg)
Text comparison
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![Page 6: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/6.jpg)
Hardware
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![Page 7: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/7.jpg)
Zynq
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![Page 8: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/8.jpg)
Hardware architecture
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![Page 9: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/9.jpg)
Compare flow
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![Page 10: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/10.jpg)
Compare system
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![Page 11: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/11.jpg)
Tests
100,000 random documents processed to vector form
Zynq software solution:One and two cores
ARM Cortex-A9
667 MHz
Zynq PS + PL solution8 paralel channels
100 MHz
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![Page 12: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/12.jpg)
Runtime comparison
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![Page 13: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/13.jpg)
Future work
Compression
High performance hardware
Higher level language
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![Page 14: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/14.jpg)
Text comparison
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![Page 15: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/15.jpg)
Cluster
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![Page 16: Cosine similarity metric calculation on low power heterogeneous computing platform Michał Karwatowski 1,2, Sebastian Koryciak 1,2, Ernest Jamro 1,2, Agnieszka.](https://reader030.fdocuments.in/reader030/viewer/2022032701/56649c785503460f9492d585/html5/thumbnails/16.jpg)
Questions
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