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Title: Add TMA TensorMapDescriptor support by rparolin · Pull Request #1 · rparolin/cuda-python · GitHub

Open Graph Title: Add TMA TensorMapDescriptor support by rparolin · Pull Request #1 · rparolin/cuda-python

X Title: Add TMA TensorMapDescriptor support by rparolin · Pull Request #1 · rparolin/cuda-python

Description: CUDA Python: Performance meets Productivity. Contribute to rparolin/cuda-python development by creating an account on GitHub.

Open Graph Description: Summary Add TensorMapDescriptor Cython class wrapping the CUDA driver's CUtensorMap for Hopper+ TMA (Tensor Memory Accelerator) bulk data movement Support tiled and im2col descriptor creation ...

X Description: Summary Add TensorMapDescriptor Cython class wrapping the CUDA driver's CUtensorMap for Hopper+ TMA (Tensor Memory Accelerator) bulk data movement Support tiled and im2col descriptor creat...

Opengraph URL: https://github.com/rparolin/cuda-python/pull/1

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Add TMA TensorMapDescriptor supporthttps://github.com/rparolin/cuda-python/pull/1#top
rparolinhttps://github.com/rparolin
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rparolin/tma_featurehttps://github.com/rparolin/cuda-python/tree/rparolin/tma_feature
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Feb 24, 2026https://github.com/rparolin/cuda-python/pull/1#issue-3986280225
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Please reload this pagehttps://github.com/rparolin/cuda-python/pull/1
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December 22, 2025 08:11https://github.com/rparolin/cuda-python/pull/1#commits-pushed-9e9b4c8
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NVIDIA#1427https://github.com/NVIDIA/cuda-python/pull/1427
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bcacae5https://github.com/rparolin/cuda-python/pull/1/commits/bcacae59cfabcca8d372cf4d5b1a77df8f88acd0
https://github.com/mdboom
Fixhttps://github.com/rparolin/cuda-python/pull/1/commits/abf7ff8a850ccdd79251c6e41ea28f0331de5b3d
NVIDIA#1336https://github.com/NVIDIA/cuda-python/issues/1336
: Correct CU_POINTER_ATTRIBUTE_DEVICE_ORDINAL type (https://github.com/rparolin/cuda-python/pull/1/commits/abf7ff8a850ccdd79251c6e41ea28f0331de5b3d
NV…https://github.com/NVIDIA/cuda-python/pull/1451
abf7ff8https://github.com/rparolin/cuda-python/pull/1/commits/abf7ff8a850ccdd79251c6e41ea28f0331de5b3d
…IDIA#1451https://github.com/NVIDIA/cuda-python/pull/1451
https://github.com/mdboom
https://github.com/apps/copilot-pull-request-reviewer
cuda.core.system: Add device attributes, and other simple device-rela…https://github.com/rparolin/cuda-python/pull/1/commits/67b18e2a6e87df645d2747ccfa2440359b3c2084
67b18e2https://github.com/rparolin/cuda-python/pull/1/commits/67b18e2a6e87df645d2747ccfa2440359b3c2084
NVIDIA#1447https://github.com/NVIDIA/cuda-python/pull/1447
https://github.com/rwgk
Fix intermittent ruff I001 error for _version import (https://github.com/rparolin/cuda-python/pull/1/commits/d36990042da52f1bfdc8d2be0dd0f7b0d73262f4
NVIDIA#1460https://github.com/NVIDIA/cuda-python/pull/1460
)https://github.com/rparolin/cuda-python/pull/1/commits/d36990042da52f1bfdc8d2be0dd0f7b0d73262f4
d369900https://github.com/rparolin/cuda-python/pull/1/commits/d36990042da52f1bfdc8d2be0dd0f7b0d73262f4
https://github.com/rwgk
Move supports_ipc_mempool to cuda_core-specific helpers (https://github.com/rparolin/cuda-python/pull/1/commits/6afdd5c39a56b56dc20ceb7ad8d623fd81e25ebb
NVIDIA#1459https://github.com/NVIDIA/cuda-python/pull/1459
)https://github.com/rparolin/cuda-python/pull/1/commits/6afdd5c39a56b56dc20ceb7ad8d623fd81e25ebb
6afdd5chttps://github.com/rparolin/cuda-python/pull/1/commits/6afdd5c39a56b56dc20ceb7ad8d623fd81e25ebb
https://github.com/cpcloud
refactor: remove unneeded import fromhttps://github.com/rparolin/cuda-python/pull/1/commits/f060d152b91f8ff42dcba0301de687b4c872ebe8
cuda/core/__init__.pyhttps://github.com/rparolin/cuda-python/pull/1/commits/f060d152b91f8ff42dcba0301de687b4c872ebe8
(https://github.com/rparolin/cuda-python/pull/1/commits/f060d152b91f8ff42dcba0301de687b4c872ebe8
NVIDIA…https://github.com/NVIDIA/cuda-python/pull/1463
f060d15https://github.com/rparolin/cuda-python/pull/1/commits/f060d152b91f8ff42dcba0301de687b4c872ebe8
…#1463https://github.com/NVIDIA/cuda-python/pull/1463
https://github.com/cpcloud
ci: allow backporting directly from the github ui (https://github.com/rparolin/cuda-python/pull/1/commits/0f2949a83395cbb697f242e163d53d4928afc374
NVIDIA#1469https://github.com/NVIDIA/cuda-python/pull/1469
)https://github.com/rparolin/cuda-python/pull/1/commits/0f2949a83395cbb697f242e163d53d4928afc374
0f2949ahttps://github.com/rparolin/cuda-python/pull/1/commits/0f2949a83395cbb697f242e163d53d4928afc374
https://github.com/Andy-Jost
Use __pyx_capi__ for CUDA driver function pointers (https://github.com/rparolin/cuda-python/pull/1/commits/6bf6338d9b05327f6ebb65bdf52a06028506431a
NVIDIA#1450https://github.com/NVIDIA/cuda-python/issues/1450
) (https://github.com/rparolin/cuda-python/pull/1/commits/6bf6338d9b05327f6ebb65bdf52a06028506431a
NVI…https://github.com/NVIDIA/cuda-python/pull/1466
6bf6338https://github.com/rparolin/cuda-python/pull/1/commits/6bf6338d9b05327f6ebb65bdf52a06028506431a
…DIA#1466https://github.com/NVIDIA/cuda-python/pull/1466
NVIDIA#1450https://github.com/NVIDIA/cuda-python/issues/1450
https://github.com/Andy-Jost
Fix slow test_patterngen_seeds on Windows by sampling (https://github.com/rparolin/cuda-python/pull/1/commits/8f9f7b5732eebf36fcbc545a69c16fc2c45ba3b8
NVIDIA#1461https://github.com/NVIDIA/cuda-python/pull/1461
)https://github.com/rparolin/cuda-python/pull/1/commits/8f9f7b5732eebf36fcbc545a69c16fc2c45ba3b8
8f9f7b5https://github.com/rparolin/cuda-python/pull/1/commits/8f9f7b5732eebf36fcbc545a69c16fc2c45ba3b8
NVIDIA#1455https://github.com/NVIDIA/cuda-python/issues/1455
https://github.com/rwgk
cuda_core/tests/system/test_system_device.py::test_persistence_mode_e…https://github.com/rparolin/cuda-python/pull/1/commits/be700fc795508418d08be88bf7f46709f1314444
be700fchttps://github.com/rparolin/cuda-python/pull/1/commits/be700fc795508418d08be88bf7f46709f1314444
NVIDIA#1477https://github.com/NVIDIA/cuda-python/pull/1477
https://github.com/Andy-Jost
Eliminate _CXX_API capsule for resource handle functions (https://github.com/rparolin/cuda-python/pull/1/commits/1b67e7bcc02942191645d58837c26e316d5529b5
NVIDIA#1464https://github.com/NVIDIA/cuda-python/pull/1464
)https://github.com/rparolin/cuda-python/pull/1/commits/1b67e7bcc02942191645d58837c26e316d5529b5
1b67e7bhttps://github.com/rparolin/cuda-python/pull/1/commits/1b67e7bcc02942191645d58837c26e316d5529b5
NVIDIA#1452https://github.com/NVIDIA/cuda-python/issues/1452
jollylilihttps://github.com/jollylili
February 17, 2026 17:15https://github.com/rparolin/cuda-python/pull/1#commits-pushed-d5a9757
https://github.com/jollylili
https://github.com/rwgk
[doc-only] Update LICENSE.md (https://github.com/rparolin/cuda-python/pull/1/commits/d5a9757643e1892d9aabd42e6f24fc1293d5daee
NVIDIA#1633https://github.com/NVIDIA/cuda-python/pull/1633
)https://github.com/rparolin/cuda-python/pull/1/commits/d5a9757643e1892d9aabd42e6f24fc1293d5daee
d5a9757https://github.com/rparolin/cuda-python/pull/1/commits/d5a9757643e1892d9aabd42e6f24fc1293d5daee
https://github.com/Monishver11
https://github.com/leofang
Fix/default stream singletons (https://github.com/rparolin/cuda-python/pull/1/commits/73725e64297e87783841b9f5a2c9b71a5f638d60
NVIDIA#1496https://github.com/NVIDIA/cuda-python/pull/1496
)https://github.com/rparolin/cuda-python/pull/1/commits/73725e64297e87783841b9f5a2c9b71a5f638d60
73725e6https://github.com/rparolin/cuda-python/pull/1/commits/73725e64297e87783841b9f5a2c9b71a5f638d60
NVIDIA#1494https://github.com/NVIDIA/cuda-python/issues/1494
NVIDIA#1445https://github.com/NVIDIA/cuda-python/issues/1445
61b5de2https://github.com/rparolin/cuda-python/commit/61b5de2b6bc1b64e3f55c33393fd26f1202c65f6
https://github.com/rwgk
https://github.com/cursoragent
[REL] Preserve a/b suffixes in tag_regex (https://github.com/rparolin/cuda-python/pull/1/commits/164396daff52fce604a095c534fa0af1d692acbb
NVIDIA#1627https://github.com/NVIDIA/cuda-python/pull/1627
)https://github.com/rparolin/cuda-python/pull/1/commits/164396daff52fce604a095c534fa0af1d692acbb
164396dhttps://github.com/rparolin/cuda-python/pull/1/commits/164396daff52fce604a095c534fa0af1d692acbb
https://github.com/mdboom
[PERF]: Faster void * conversion (https://github.com/rparolin/cuda-python/pull/1/commits/d40517a26045d3763ba41e627e3340b9bb392874
NVIDIA#1616https://github.com/NVIDIA/cuda-python/pull/1616
)https://github.com/rparolin/cuda-python/pull/1/commits/d40517a26045d3763ba41e627e3340b9bb392874
d40517ahttps://github.com/rparolin/cuda-python/pull/1/commits/d40517a26045d3763ba41e627e3340b9bb392874
https://github.com/mdboom
Fixhttps://github.com/rparolin/cuda-python/pull/1/commits/7a73c60ccf7d1f9829b6fef6eacc1e436e839e77
NVIDIA#1638https://github.com/NVIDIA/cuda-python/issues/1638
: Faster returning of results (https://github.com/rparolin/cuda-python/pull/1/commits/7a73c60ccf7d1f9829b6fef6eacc1e436e839e77
NVIDIA#1647https://github.com/NVIDIA/cuda-python/pull/1647
)https://github.com/rparolin/cuda-python/pull/1/commits/7a73c60ccf7d1f9829b6fef6eacc1e436e839e77
7a73c60https://github.com/rparolin/cuda-python/pull/1/commits/7a73c60ccf7d1f9829b6fef6eacc1e436e839e77
https://github.com/rwgk
https://github.com/cursoragent
ci: require tag-triggered artifacts for release uploads (https://github.com/rparolin/cuda-python/pull/1/commits/406ecfbcf6fccda53872df621596c786ddfc08e7
NVIDIA#1606https://github.com/NVIDIA/cuda-python/pull/1606
)https://github.com/rparolin/cuda-python/pull/1/commits/406ecfbcf6fccda53872df621596c786ddfc08e7
406ecfbhttps://github.com/rparolin/cuda-python/pull/1/commits/406ecfbcf6fccda53872df621596c786ddfc08e7
https://github.com/Andy-Jost
Reorganize graph tests and add device-side launch support (https://github.com/rparolin/cuda-python/pull/1/commits/9f4c750f8f114163aa960cedc34a13bdb6500928
NVIDIA#1512https://github.com/NVIDIA/cuda-python/pull/1512
)https://github.com/rparolin/cuda-python/pull/1/commits/9f4c750f8f114163aa960cedc34a13bdb6500928
9f4c750https://github.com/rparolin/cuda-python/pull/1/commits/9f4c750f8f114163aa960cedc34a13bdb6500928
https://github.com/isVoid
Allowhttps://github.com/rparolin/cuda-python/pull/1/commits/5985ee1540918061da53a2717ddded04b08b315f
StridedMemoryViewhttps://github.com/rparolin/cuda-python/pull/1/commits/5985ee1540918061da53a2717ddded04b08b315f
to be constructed from dlpacks type code (https://github.com/rparolin/cuda-python/pull/1/commits/5985ee1540918061da53a2717ddded04b08b315f
N…https://github.com/NVIDIA/cuda-python/pull/1623
5985ee1https://github.com/rparolin/cuda-python/pull/1/commits/5985ee1540918061da53a2717ddded04b08b315f
…VIDIA#1623https://github.com/NVIDIA/cuda-python/pull/1623
https://github.com/abhilash1910
https://github.com/marketplace/pre-commit-ci
https://github.com/brandon-b-miller
https://github.com/rwgk
https://github.com/cursoragent
[NVVM] Support - Followup enhancements (https://github.com/rparolin/cuda-python/pull/1/commits/4deb3980d7c0444dff78f7391b3ebe49e99fc16f
NVIDIA#1218https://github.com/NVIDIA/cuda-python/pull/1218
)https://github.com/rparolin/cuda-python/pull/1/commits/4deb3980d7c0444dff78f7391b3ebe49e99fc16f
4deb398https://github.com/rparolin/cuda-python/pull/1/commits/4deb3980d7c0444dff78f7391b3ebe49e99fc16f
https://github.com/cpcloud
https://github.com/cursoragent
Make cuda-pathfinder release workflow deterministic and low-noise (https://github.com/rparolin/cuda-python/pull/1/commits/6f90edb5cd98c6cfd245f2a8496963b94e082e90
NV…https://github.com/NVIDIA/cuda-python/pull/1626
6f90edbhttps://github.com/rparolin/cuda-python/pull/1/commits/6f90edb5cd98c6cfd245f2a8496963b94e082e90
…IDIA#1626https://github.com/NVIDIA/cuda-python/pull/1626
https://github.com/Andy-Jost
https://github.com/cursoragent
[doc-only] cuda.core v0.6.0 release notes (https://github.com/rparolin/cuda-python/pull/1/commits/327012cab8636f716cd7c652f06e09a4fc6bc794
NVIDIA#1651https://github.com/NVIDIA/cuda-python/pull/1651
)https://github.com/rparolin/cuda-python/pull/1/commits/327012cab8636f716cd7c652f06e09a4fc6bc794
327012chttps://github.com/rparolin/cuda-python/pull/1/commits/327012cab8636f716cd7c652f06e09a4fc6bc794
https://github.com/cpcloud
chore(deps): add pytest-randomly (https://github.com/rparolin/cuda-python/pull/1/commits/2aba0978d9ef9ff6f3e5c53c2b47c106b7fe21f1
NVIDIA#1551https://github.com/NVIDIA/cuda-python/pull/1551
)https://github.com/rparolin/cuda-python/pull/1/commits/2aba0978d9ef9ff6f3e5c53c2b47c106b7fe21f1
2aba097https://github.com/rparolin/cuda-python/pull/1/commits/2aba0978d9ef9ff6f3e5c53c2b47c106b7fe21f1
https://github.com/rwgk
https://github.com/cursoragent
[doc-only] Add cuda-pathfinder 1.3.5 release notes (https://github.com/rparolin/cuda-python/pull/1/commits/020c48ef496f0380cfaf0e058ae70b500cc6af8f
NVIDIA#1654https://github.com/NVIDIA/cuda-python/pull/1654
)https://github.com/rparolin/cuda-python/pull/1/commits/020c48ef496f0380cfaf0e058ae70b500cc6af8f
020c48ehttps://github.com/rparolin/cuda-python/pull/1/commits/020c48ef496f0380cfaf0e058ae70b500cc6af8f
https://github.com/mdboom
Make cuda_bindings build cleanly with clang (https://github.com/rparolin/cuda-python/pull/1/commits/0620f05daebcddbf20527c130da79633f986ce6d
NVIDIA#1658https://github.com/NVIDIA/cuda-python/pull/1658
)https://github.com/rparolin/cuda-python/pull/1/commits/0620f05daebcddbf20527c130da79633f986ce6d
0620f05https://github.com/rparolin/cuda-python/pull/1/commits/0620f05daebcddbf20527c130da79633f986ce6d
https://github.com/rparolin
fixes (https://github.com/rparolin/cuda-python/pull/1/commits/0bd28ccf52bb022dab5c9383d24119684782063f
NVIDIA#1659https://github.com/NVIDIA/cuda-python/pull/1659
)https://github.com/rparolin/cuda-python/pull/1/commits/0bd28ccf52bb022dab5c9383d24119684782063f
0bd28cchttps://github.com/rparolin/cuda-python/pull/1/commits/0bd28ccf52bb022dab5c9383d24119684782063f
https://github.com/kkraus14
https://github.com/cursoragent
Refactor cuda-bindings setup.py to defer CUDA_HOME check to build time (https://github.com/rparolin/cuda-python/pull/1/commits/9e60c6fcff8ba2e44b7f54994db4a803d45e35f7
9e60c6fhttps://github.com/rparolin/cuda-python/pull/1/commits/9e60c6fcff8ba2e44b7f54994db4a803d45e35f7
NVIDIA#1652https://github.com/NVIDIA/cuda-python/pull/1652
NVIDIA#1635https://github.com/NVIDIA/cuda-python/issues/1635
https://github.com/cpcloud
https://github.com/cursoragent
ci: require explicit tag input for cuda-pathfinder release workflow (https://github.com/rparolin/cuda-python/pull/1/commits/99e701d9fe72a92b07569a9a5fe9ebd3ff4136ac
N…https://github.com/NVIDIA/cuda-python/pull/1668
99e701dhttps://github.com/rparolin/cuda-python/pull/1/commits/99e701d9fe72a92b07569a9a5fe9ebd3ff4136ac
…VIDIA#1668https://github.com/NVIDIA/cuda-python/pull/1668
https://github.com/mdboom
Fixhttps://github.com/rparolin/cuda-python/pull/1/commits/4597e03397e07eb2ed842eaac83340eaa8d3bf0c
NVIDIA#1644https://github.com/NVIDIA/cuda-python/issues/1644
: Faster conversion of sequence of enum to vector (https://github.com/rparolin/cuda-python/pull/1/commits/4597e03397e07eb2ed842eaac83340eaa8d3bf0c
NVI…https://github.com/NVIDIA/cuda-python/pull/1667
4597e03https://github.com/rparolin/cuda-python/pull/1/commits/4597e03397e07eb2ed842eaac83340eaa8d3bf0c
…DIA#1667https://github.com/NVIDIA/cuda-python/pull/1667
https://github.com/mdboom
[PERF]: Add one more fast success path (https://github.com/rparolin/cuda-python/pull/1/commits/20d76a298bc686fe90ff5e3d2574a6c9a05d66c0
NVIDIA#1656https://github.com/NVIDIA/cuda-python/pull/1656
)https://github.com/rparolin/cuda-python/pull/1/commits/20d76a298bc686fe90ff5e3d2574a6c9a05d66c0
20d76a2https://github.com/rparolin/cuda-python/pull/1/commits/20d76a298bc686fe90ff5e3d2574a6c9a05d66c0
NVIDIA#1638https://github.com/NVIDIA/cuda-python/issues/1638
https://github.com/Andy-Jost
https://github.com/cursoragent
Fix issues discovered during v0.6.0 integration testing (https://github.com/rparolin/cuda-python/pull/1/commits/e44a83cb950c7998af0e29392d19dd47ec7c04d0
NVIDIA#1660https://github.com/NVIDIA/cuda-python/pull/1660
)https://github.com/rparolin/cuda-python/pull/1/commits/e44a83cb950c7998af0e29392d19dd47ec7c04d0
e44a83chttps://github.com/rparolin/cuda-python/pull/1/commits/e44a83cb950c7998af0e29392d19dd47ec7c04d0
@classmethodhttps://github.com/classmethod
@staticmethodhttps://github.com/staticmethod
https://github.com/mdboom
https://github.com/rwgk
Fix the docs build when CI is triggered by a tag (https://github.com/rparolin/cuda-python/pull/1/commits/1caa25f9685e17fdad51c7fba2df1e46fa8baabd
NVIDIA#1662https://github.com/NVIDIA/cuda-python/pull/1662
)https://github.com/rparolin/cuda-python/pull/1/commits/1caa25f9685e17fdad51c7fba2df1e46fa8baabd
1caa25fhttps://github.com/rparolin/cuda-python/pull/1/commits/1caa25f9685e17fdad51c7fba2df1e46fa8baabd
https://github.com/rwgk
Update 1.3.5-notes.rst "Released on" date. (https://github.com/rparolin/cuda-python/pull/1/commits/67251a35e6f6aef4875d36f00d721be63a25cf3a
NVIDIA#1682https://github.com/NVIDIA/cuda-python/pull/1682
)https://github.com/rparolin/cuda-python/pull/1/commits/67251a35e6f6aef4875d36f00d721be63a25cf3a
67251a3https://github.com/rparolin/cuda-python/pull/1/commits/67251a35e6f6aef4875d36f00d721be63a25cf3a
https://github.com/rparolin
initial commithttps://github.com/rparolin/cuda-python/pull/1/commits/1f5c57331ce17968e581adfb003aa266a914f763
1f5c573https://github.com/rparolin/cuda-python/pull/1/commits/1f5c57331ce17968e581adfb003aa266a914f763
https://github.com/rparolin
Merge branch 'main' into rparolin/tma_featurehttps://github.com/rparolin/cuda-python/pull/1/commits/e25713a2709d17a8a2ecc96dad71df4ce72e6351
e25713ahttps://github.com/rparolin/cuda-python/pull/1/commits/e25713a2709d17a8a2ecc96dad71df4ce72e6351
https://github.com/rparolin
tma widehttps://github.com/rparolin/cuda-python/pull/1/commits/725121455365dd9366fda97e6ae92594fe898259
7251214https://github.com/rparolin/cuda-python/pull/1/commits/725121455365dd9366fda97e6ae92594fe898259
https://github.com/rparolin
clean uphttps://github.com/rparolin/cuda-python/pull/1/commits/beb1c124648201bc5c309d2d00ec5001ebbdcf0d
beb1c12https://github.com/rparolin/cuda-python/pull/1/commits/beb1c124648201bc5c309d2d00ec5001ebbdcf0d
https://github.com/rparolin
rparolinhttps://github.com/rparolin
Feb 24, 2026https://github.com/rparolin/cuda-python/pull/1#event-23050565947
https://github.com/apps/chatgpt-codex-connector
chatgpt-codex-connectorhttps://github.com/apps/chatgpt-codex-connector
Feb 24, 2026 https://github.com/rparolin/cuda-python/pull/1#pullrequestreview-3851039766
View reviewed changes https://github.com/rparolin/cuda-python/pull/1/files/beb1c124648201bc5c309d2d00ec5001ebbdcf0d
chatgpt-codex-connectorhttps://github.com/apps/chatgpt-codex-connector
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@codexhttps://github.com/codex
Please reload this pagehttps://github.com/rparolin/cuda-python/pull/1
cuda_core/cuda/core/_tensor_map.pyxhttps://github.com/rparolin/cuda-python/pull/1/files/beb1c124648201bc5c309d2d00ec5001ebbdcf0d#diff-02e0e573ef5cfbbded0199400dc6425856f0a5de9eee60979220773c7924bcf8
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