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Title: oneAPI Accelerator by jmitrevs · Pull Request #1370 · fastmachinelearning/hls4ml · GitHub

Open Graph Title: oneAPI Accelerator by jmitrevs · Pull Request #1370 · fastmachinelearning/hls4ml

X Title: oneAPI Accelerator by jmitrevs · Pull Request #1370 · fastmachinelearning/hls4ml

Description: Machine learning on FPGAs using HLS. Contribute to fastmachinelearning/hls4ml development by creating an account on GitHub.

Open Graph Description: Description This attempts to create an oneAPI accelerator backend based on #1246, leaving the standard oneAPI backend largely unchanged. The oneAPI Accelerator backend Utilizes sideband signals (s...

X Description: Description This attempts to create an oneAPI accelerator backend based on #1246, leaving the standard oneAPI backend largely unchanged. The oneAPI Accelerator backend Utilizes sideband signals (s...

Opengraph URL: https://github.com/fastmachinelearning/hls4ml/pull/1370

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direct link

Domain: github.com

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jmitrevshttps://github.com/jmitrevs
fastmachinelearning:mainhttps://github.com/fastmachinelearning/hls4ml/tree/main
jmitrevs:oneAPI-acchttps://github.com/jmitrevs/hls4ml/tree/oneAPI-acc
Conversationhttps://github.com/fastmachinelearning/hls4ml/pull/1370
Commits29 (29)https://github.com/fastmachinelearning/hls4ml/pull/1370/commits
Checkshttps://github.com/fastmachinelearning/hls4ml/pull/1370/checks
Files changedhttps://github.com/fastmachinelearning/hls4ml/pull/1370/files
oneAPI Acceleratorhttps://github.com/fastmachinelearning/hls4ml/pull/1370#top
jmitrevshttps://github.com/jmitrevs
fastmachinelearning:mainhttps://github.com/fastmachinelearning/hls4ml/tree/main
jmitrevs:oneAPI-acchttps://github.com/jmitrevs/hls4ml/tree/oneAPI-acc
https://github.com/jmitrevs
jmitrevshttps://github.com/jmitrevs
Aug 26, 2025https://github.com/fastmachinelearning/hls4ml/pull/1370#issue-3357193184
#1246https://github.com/fastmachinelearning/hls4ml/pull/1246
guidelines for contributinghttps://github.com/fastmachinelearning/hls4ml/blob/main/CONTRIBUTING.md
Please reload this pagehttps://github.com/fastmachinelearning/hls4ml/pull/1370
jmitrevshttps://github.com/jmitrevs
August 7, 2025 09:24https://github.com/fastmachinelearning/hls4ml/pull/1370#commits-pushed-b92fd74
https://github.com/jmitrevs
laying the foundation for oneapi acceleratorhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/b92fd749fe829c669c9d3ae13be4ecb8abd703c2
b92fd74https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/b92fd749fe829c669c9d3ae13be4ecb8abd703c2
https://github.com/jmitrevs
Merge remote-tracking branch 'upstream/main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/4c40eee08373c89b3eaf2fa57827ac72cb73e728
4c40eeehttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/4c40eee08373c89b3eaf2fa57827ac72cb73e728
https://github.com/jmitrevs
snapshot adding fileshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/ad6adfa433a4939bb850ac53100ef56406a897e6
ad6adfahttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/ad6adfa433a4939bb850ac53100ef56406a897e6
https://github.com/jmitrevs
some steps towards oneapi acceleratorhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/0ae77bbe7df67d9d41f2cee38941d2dcd62e00ab
0ae77bbhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/0ae77bbe7df67d9d41f2cee38941d2dcd62e00ab
https://github.com/jmitrevs
update some of the oneapi accelerator backend setuphttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/f5fcc0af5fec8ad79e92d0d0460c9e54a85e0516
f5fcc0ahttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/f5fcc0af5fec8ad79e92d0d0460c9e54a85e0516
https://github.com/jmitrevs
try using DMA also for bridgehttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/944e6300b2592b67b20b19ffa7cb27f43f97b9a9
944e630https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/944e6300b2592b67b20b19ffa7cb27f43f97b9a9
https://github.com/jmitrevs
setup predict for easier hardware accelerationhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/ca6c3156a26a41c5afc3c10ae327af56ff335a31
ca6c315https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/ca6c3156a26a41c5afc3c10ae327af56ff335a31
https://github.com/jmitrevs
Merge remote-tracking branch 'upstream/main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/21812b4ba7c2af82054d6b5531603566d2be58f7
21812b4https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/21812b4ba7c2af82054d6b5531603566d2be58f7
https://github.com/jmitrevs
snapshot of trying to handle streaming in onaAPI acceleratorhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/49acece955138f0cb216a6d5bf6787760f26b9b6
49acecehttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/49acece955138f0cb216a6d5bf6787760f26b9b6
https://github.com/jmitrevs
change some things that assume name == output[0], and reoder so that …https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/f2118b8a61df12d7438850e44c3fc1025456f907
f2118b8https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/f2118b8a61df12d7438850e44c3fc1025456f907
https://github.com/jmitrevs
add optimizers to insert sideband layershttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/5442b944f06135de7968c283bff031f8aab9c30d
5442b94https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/5442b944f06135de7968c283bff031f8aab9c30d
https://github.com/jmitrevs
try to setup sideband templateshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/b4e8da3067e5b8a27913ac8a58816fb59ccb3f8e
b4e8da3https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/b4e8da3067e5b8a27913ac8a58816fb59ccb3f8e
https://github.com/jmitrevs
another snapshot fixing some bugshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/8e9cb0534eefaa2cf15f4abccd7770c3ff0ce815
8e9cb05https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/8e9cb0534eefaa2cf15f4abccd7770c3ff0ce815
https://github.com/jmitrevs
various bug fixeshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/91bef7b0e3969e800bcc4f9c385a0a9a69715d66
91bef7bhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/91bef7b0e3969e800bcc4f9c385a0a9a69715d66
https://github.com/jmitrevs
fix some HLS bugshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/7e14ddc0a50c121e7cf26919aa0e35c78cd39d5e
7e14ddchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/7e14ddc0a50c121e7cf26919aa0e35c78cd39d5e
https://github.com/jmitrevs
pre-commit fixeshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/25dcd93c0bb406e4efb6fe5130b0a91c29b3aee8
25dcd93https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/25dcd93c0bb406e4efb6fe5130b0a91c29b3aee8
https://github.com/jmitrevs
jmitrevshttps://github.com/jmitrevs
please test https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3A%22please%20test%22
Aug 26, 2025https://github.com/fastmachinelearning/hls4ml/pull/1370#event-19356261852
jmitrevshttps://github.com/jmitrevs
December 9, 2025 10:48https://github.com/fastmachinelearning/hls4ml/pull/1370#commits-pushed-7c8a313
https://github.com/jmitrevs
Merge remote-tracking branch 'upstream/main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/7c8a313828f03153ee862050668c090be32a6b42
7c8a313https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/7c8a313828f03153ee862050668c090be32a6b42
https://github.com/jmitrevs
pre-commit fixeshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/02eb81f50465e0af2ff0e634ba1d6572a88963d9
02eb81fhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/02eb81f50465e0af2ff0e634ba1d6572a88963d9
https://github.com/jmitrevs
jmitrevshttps://github.com/jmitrevs
please test https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3A%22please%20test%22
Dec 9, 2025https://github.com/fastmachinelearning/hls4ml/pull/1370#event-21459155953
https://github.com/jmitrevs
Merge remote-tracking branch 'upstream/main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/677792de4ca094dfcbc6004c0c097e4032e09426
677792dhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/677792de4ca094dfcbc6004c0c097e4032e09426
https://github.com/jmitrevs
jmitrevshttps://github.com/jmitrevs
please test https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3A%22please%20test%22
Dec 9, 2025https://github.com/fastmachinelearning/hls4ml/pull/1370#event-21459282335
jmitrevshttps://github.com/jmitrevs
January 15, 2026 16:10https://github.com/fastmachinelearning/hls4ml/pull/1370#commits-pushed-e52c217
https://github.com/jmitrevs
Merge branch 'main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/e52c2178894136e3dc23e8f169c832de389008f7
e52c217https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/e52c2178894136e3dc23e8f169c832de389008f7
https://github.com/jmitrevs
Merge remote-tracking branch 'upstream/main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/2a4540cad1dbdc3d0e4d59ecd7f2686c7454a035
2a4540chttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/2a4540cad1dbdc3d0e4d59ecd7f2686c7454a035
https://github.com/jmitrevs
fix typo in oneapi acc writer that was fixed in main for oneapihttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/b8792ccd43d158f91dfe8646e3cc25b74d2d739b
b8792cchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/b8792ccd43d158f91dfe8646e3cc25b74d2d739b
https://github.com/jmitrevs
fix nnet_printf to work outside of nnet_utilshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/255392984f572693fb221240599d1de9e4394336
2553929https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/255392984f572693fb221240599d1de9e4394336
https://github.com/jmitrevs
jmitrevshttps://github.com/jmitrevs
Jan 30, 2026 https://github.com/fastmachinelearning/hls4ml/pull/1370#ref-pullrequest-2950604193
oneAPI backend update: kernel and layer optimizations #1246 https://github.com/fastmachinelearning/hls4ml/pull/1246
https://github.com/bo3z
bo3zhttps://github.com/bo3z
feature https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3Afeature
Jan 30, 2026https://github.com/fastmachinelearning/hls4ml/pull/1370#event-22412797101
jmitrevshttps://github.com/jmitrevs
March 22, 2026 16:14https://github.com/fastmachinelearning/hls4ml/pull/1370#commits-pushed-eeac6f9
https://github.com/jmitrevs
Merge remote-tracking branch 'upstream/main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/eeac6f90aec30ed8e61fbd129fafa1658a2b61fe
eeac6f9https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/eeac6f90aec30ed8e61fbd129fafa1658a2b61fe
https://github.com/jmitrevs
update nnet_stream_beat to use return valueshttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/8055e71fde22c8c6696161e74d9828c34eeddad5
8055e71https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/8055e71fde22c8c6696161e74d9828c34eeddad5
https://github.com/jmitrevs
Potentially fix streaming acceleratorhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/e46c547f8b846e9903aab96019be5a63197c19fc
e46c547https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/e46c547f8b846e9903aab96019be5a63197c19fc
https://github.com/jmitrevs
jmitrevshttps://github.com/jmitrevs
please test https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3A%22please%20test%22
please test https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3A%22please%20test%22
Mar 23, 2026https://github.com/fastmachinelearning/hls4ml/pull/1370#event-23828678877
jmitrevshttps://github.com/jmitrevs
April 6, 2026 10:37https://github.com/fastmachinelearning/hls4ml/pull/1370#commits-pushed-3f74680
https://github.com/jmitrevs
Merge branch 'main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/3f74680ee30a1eb72aeb8a1c7f80b8e50f1740ed
3f74680https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/3f74680ee30a1eb72aeb8a1c7f80b8e50f1740ed
https://github.com/jmitrevs
make response capacity match invocation capacityhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/f02263d05541d9ac50641f34b4e346275582d807
f02263dhttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/f02263d05541d9ac50641f34b4e346275582d807
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please test https://github.com/fastmachinelearning/hls4ml/issues?q=state%3Aopen%20label%3A%22please%20test%22
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Apr 14, 2026https://github.com/fastmachinelearning/hls4ml/pull/1370#event-24497797278
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Merge branch 'main' into oneAPI-acchttps://github.com/fastmachinelearning/hls4ml/pull/1370/commits/8c972357f3135e17fc06abe80ff418430a60aa21
8c97235https://github.com/fastmachinelearning/hls4ml/pull/1370/commits/8c972357f3135e17fc06abe80ff418430a60aa21
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