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| og:image:alt | Description
This PR adds the required changes to enable QMHA/QLinformer in oneAPI.
Requires parsing softmax tables from HGQ and support for multidim softmax.
Type of change
New feature (non-break... |
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| og:image:height | 600 |
| og:site_name | GitHub |
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| og:author:username | laurilaatu |
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| octolytics-dimension-repository_is_fork | false |
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| laurilaatu | https://github.com/laurilaatu |
| fastmachinelearning:main | https://github.com/fastmachinelearning/hls4ml/tree/main |
| laurilaatu:oneapi_qmha | https://github.com/laurilaatu/hls4ml/tree/oneapi_qmha |
| Conversation | https://github.com/fastmachinelearning/hls4ml/pull/1432 |
| Commits30 (30) | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits |
| Checks | https://github.com/fastmachinelearning/hls4ml/pull/1432/checks |
| Files changed | https://github.com/fastmachinelearning/hls4ml/pull/1432/files |
| HGQ QMHA and QLinformer support for oneAPI | https://github.com/fastmachinelearning/hls4ml/pull/1432#top |
| laurilaatu | https://github.com/laurilaatu |
| fastmachinelearning:main | https://github.com/fastmachinelearning/hls4ml/tree/main |
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| Feb 9, 2026 | https://github.com/fastmachinelearning/hls4ml/pull/1432#issue-3917274291 |
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| January 26, 2026 20:37 | https://github.com/fastmachinelearning/hls4ml/pull/1432#commits-pushed-3d463b3 |
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| weights for dense | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/3d463b3d7948520cca82afe67df7d67c4163b897 |
| 3d463b3 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/3d463b3d7948520cca82afe67df7d67c4163b897 |
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| https://github.com/calad0i |
| hgq2 homogeneous quant fix | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/d67857369385d066b7cdaad49077069b3bf9473c |
| d678573 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/d67857369385d066b7cdaad49077069b3bf9473c |
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| Merge branch 'hgq2_homo_quant' of github.com:calad0i/hls4ml into onea… | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/77258bcd55dc5895edb21fd26995100bde6787c2 |
| 77258bc | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/77258bcd55dc5895edb21fd26995100bde6787c2 |
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| Changes required for oneAPI MHA | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/59bd96f0c5e9c8e95538a9e96e0233c2d70695ba |
| 59bd96f | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/59bd96f0c5e9c8e95538a9e96e0233c2d70695ba |
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| https://github.com/laurilaatu |
| Original weight implementation | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/dbb207b7a5c1f343d8100bba9645340a2098730c |
| dbb207b | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/dbb207b7a5c1f343d8100bba9645340a2098730c |
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| Merge branch 'main' of github.com:fastmachinelearning/hls4ml into one… | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/0c59255b36303da1ade27780c8dea0fb6bcb6459 |
| 0c59255 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/0c59255b36303da1ade27780c8dea0fb6bcb6459 |
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| https://github.com/laurilaatu |
| Restore oneAPI weight placement | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/51efff0c34744ab2fa70d7e3a52fdbf196ffcf0a |
| 51efff0 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/51efff0c34744ab2fa70d7e3a52fdbf196ffcf0a |
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| https://github.com/laurilaatu |
| pre-commit | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/6067bea99e35fd0bb3b2d89323e721e3916b0960 |
| 6067bea | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/6067bea99e35fd0bb3b2d89323e721e3916b0960 |
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Feb 9, 2026
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View reviewed changes
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| hls4ml/templates/oneapi/firmware/nnet_utils/nnet_activation.h | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/6067bea99e35fd0bb3b2d89323e721e3916b0960#diff-ae098014a0be244e00b66a91f4c6a9a84bd4dd917853281c640e0eb9f49b2d8f |
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| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/06fda4e0b753a0aad0662c0be67763c3f89f5741 |
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View reviewed changes
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| hls4ml/converters/keras_v3/hgq2/multi_head_attention.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/06fda4e0b753a0aad0662c0be67763c3f89f5741#diff-b081c8abf6299b801613ae43454106540e60e4394b33c235990720d35561bd17 |
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View reviewed changes
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| hls4ml/templates/oneapi/firmware/nnet_utils/nnet_activation.h | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/06fda4e0b753a0aad0662c0be67763c3f89f5741#diff-ae098014a0be244e00b66a91f4c6a9a84bd4dd917853281c640e0eb9f49b2d8f |
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View reviewed changes
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| hls4ml/writer/oneapi_writer.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/06fda4e0b753a0aad0662c0be67763c3f89f5741#diff-d090d9134368ce1ad4b68ddf3a8d3295e2c65509baffcb696de2c8d923e6f390 |
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| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/bf38a6b54264ca4b910bc72311f8fc54d32a080e |
| bf38a6b | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/bf38a6b54264ca4b910bc72311f8fc54d32a080e |
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| February 16, 2026 11:03 | https://github.com/fastmachinelearning/hls4ml/pull/1432#commits-pushed-e27fd11 |
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| https://github.com/laurilaatu |
| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/e27fd11550acd8febdee29bd8dcb59d994b08c09 |
| e27fd11 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/e27fd11550acd8febdee29bd8dcb59d994b08c09 |
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| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/9f4a448f2c69bc7697e533a37c116e5f99628bee |
| 9f4a448 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/9f4a448f2c69bc7697e533a37c116e5f99628bee |
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| softmax multidim templates | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/16ca197d57e0d72485265cf25e170ee7fc576280 |
| 16ca197 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/16ca197d57e0d72485265cf25e170ee7fc576280 |
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| Merge branch 'oneapi_qmha' of github.com:laurilaatu/hls4ml into oneap… | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/564b6921c62e6a2cb4f45ef554bacde8301f243f |
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|
| https://github.com/laurilaatu |
| pre-commit | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/974e75a3962de9afa9b832d9c6d97edf85659a4f |
| 974e75a | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/974e75a3962de9afa9b832d9c6d97edf85659a4f |
|
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| uncomment | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/060c398933705518e10007b80a1d5dd4bc1a5b10 |
| 060c398 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/060c398933705518e10007b80a1d5dd4bc1a5b10 |
|
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| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/f78558ca28d6a0ade0ddc5806d8178ae12f93e5f |
| f78558c | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/f78558ca28d6a0ade0ddc5806d8178ae12f93e5f |
| laurilaatu | https://github.com/laurilaatu |
| February 25, 2026 17:16 | https://github.com/fastmachinelearning/hls4ml/pull/1432#commits-pushed-772b93a |
|
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| int_inp_t to config | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/772b93ad31d680e2df79ee756dbef06a5e783284 |
| 772b93a | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/772b93ad31d680e2df79ee756dbef06a5e783284 |
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| https://github.com/laurilaatu |
| Merge branch 'oneapi_qmha' of github.com:laurilaatu/hls4ml into oneap… | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/d2b89214c0001c90009b8fa22a5bb31fa378a5a4 |
| d2b8921 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/d2b89214c0001c90009b8fa22a5bb31fa378a5a4 |
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| https://github.com/laurilaatu |
| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/a1ad891663032625472daea28dfed0421b04f77c |
| a1ad891 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/a1ad891663032625472daea28dfed0421b04f77c |
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| https://github.com/laurilaatu |
| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/d65544de5e668b5c22661d990f87f9a6517e8317 |
| d65544d | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/d65544de5e668b5c22661d990f87f9a6517e8317 |
|
| https://github.com/laurilaatu |
| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/2d6a5cc4f09648d12d095c3fba54c5f7426af692 |
| 2d6a5cc | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/2d6a5cc4f09648d12d095c3fba54c5f7426af692 |
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| softmax fixed | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/c3a45848a04dd98c0124b7ec8ae33545ab28e680 |
| c3a4584 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/c3a45848a04dd98c0124b7ec8ae33545ab28e680 |
|
| https://github.com/laurilaatu |
| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/9b1cf175c78d8247ae9b1844fcd0334cd66acc50 |
| 9b1cf17 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/9b1cf175c78d8247ae9b1844fcd0334cd66acc50 |
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| table generation cleanup | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/31b7ad65eca392429b2da852097261acebf883be |
| 31b7ad6 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/31b7ad65eca392429b2da852097261acebf883be |
|
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| Merge pull request | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/70b19d1e229b09efc4a8b28d0d1324de1e2feb77 |
| #4 | https://github.com/laurilaatu/hls4ml/pull/4 |
| from bugracyln/smax_fix | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/70b19d1e229b09efc4a8b28d0d1324de1e2feb77 |
| 70b19d1 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/70b19d1e229b09efc4a8b28d0d1324de1e2feb77 |
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| Merge branch 'main' into oneapi_qmha | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/29bdbb3b7450ec413b5f09f190e7b8c551295071 |
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Jun 9, 2026
| https://github.com/fastmachinelearning/hls4ml/pull/1432#ref-pullrequest-4490178044 |
|
Better handle types and overflows in softmax (especially lagacy and stable)
#1476
| https://github.com/fastmachinelearning/hls4ml/pull/1476 |
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Jun 9, 2026
| https://github.com/fastmachinelearning/hls4ml/pull/1432#pullrequestreview-4461779424 |
|
View reviewed changes
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| hls4ml/backends/oneapi/passes/core_templates.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/29bdbb3b7450ec413b5f09f190e7b8c551295071#diff-c161108f0d5f2d28f1aed015fe2522c2a663d6fcd1aedb5b29e864d23113b702 |
| Please reload this page | https://github.com/fastmachinelearning/hls4ml/pull/1432 |
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| June 10, 2026 07:59 | https://github.com/fastmachinelearning/hls4ml/pull/1432#commits-pushed-cab4cbc |
|
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| Fix formatting of inp_norm_t name string | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/cab4cbcd3ac01e4b33acd2fba947140f910f3bca |
| cab4cbc | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/cab4cbcd3ac01e4b33acd2fba947140f910f3bca |
|
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| pre-commit for core templates | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/42ece34396a6ea0184a4e9357c8a6d65315ed1cb |
| 42ece34 | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/42ece34396a6ea0184a4e9357c8a6d65315ed1cb |
|
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| pre-commit all | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/7e2798a996af35614e261ff19839bef5c8515bc4 |
| 7e2798a | https://github.com/fastmachinelearning/hls4ml/pull/1432/commits/7e2798a996af35614e261ff19839bef5c8515bc4 |
| https://github.com/jmitrevs |
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please test
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please test
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| June 10, 2026 19:59 | https://github.com/fastmachinelearning/hls4ml/pull/1432#event-26592761900 |
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View session
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Jun 10, 2026
| https://github.com/fastmachinelearning/hls4ml/pull/1432#pullrequestreview-4471247747 |
|
View reviewed changes
| https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4 |
| Copilot | https://github.com/apps/copilot-pull-request-reviewer |
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| hls4ml/writer/oneapi_writer.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-d090d9134368ce1ad4b68ddf3a8d3295e2c65509baffcb696de2c8d923e6f390 |
| hls4ml/writer/oneapi_writer.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-d090d9134368ce1ad4b68ddf3a8d3295e2c65509baffcb696de2c8d923e6f390 |
| hls4ml/writer/oneapi_writer.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-d090d9134368ce1ad4b68ddf3a8d3295e2c65509baffcb696de2c8d923e6f390 |
| hls4ml/writer/oneapi_writer.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-d090d9134368ce1ad4b68ddf3a8d3295e2c65509baffcb696de2c8d923e6f390 |
| hls4ml/writer/oneapi_writer.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-d090d9134368ce1ad4b68ddf3a8d3295e2c65509baffcb696de2c8d923e6f390 |
| hls4ml/backends/oneapi/passes/core_templates.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-c161108f0d5f2d28f1aed015fe2522c2a663d6fcd1aedb5b29e864d23113b702 |
| hls4ml/backends/oneapi/passes/core_templates.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-c161108f0d5f2d28f1aed015fe2522c2a663d6fcd1aedb5b29e864d23113b702 |
| hls4ml/backends/oneapi/oneapi_backend.py | https://github.com/fastmachinelearning/hls4ml/pull/1432/files/7e2798a996af35614e261ff19839bef5c8515bc4#diff-72845d7a15c3485c09081541c5e6128ab37d9325e04e4d9c33b14bb3b2d89993 |
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jmitrevs
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Copilot code review
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Copilot
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please test
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