[GitHub Actions] Reflect checks from fanned out PRs#21
Closed
jayhawk-commits wants to merge 11 commits into
Closed
[GitHub Actions] Reflect checks from fanned out PRs#21jayhawk-commits wants to merge 11 commits into
jayhawk-commits wants to merge 11 commits into
Conversation
- Classify PRs with special label if creator is in ROCm organization or not. - GitHub App has been created https://github.com/settings/apps/assistant-librarian - Key operations in our workflows like creating pull requests and writing check runs is not supported by gh cli with a github app token. - Instead of mixing and matching gh cli operations and REST API calls in python, just stick to REST API calls outside of raw git commands. - gh cli usage can continue within the yml scripts. - TODO: Rename the utility class. Keeping same file name for code review purposes to help diff detection.
- Additional adjustments after running tests on forks.
- Depending on trigger for workflow, fields used for concurrency naming could be blank. - End debug mode in fanout for production.
Feature: Reflect the check runs from fanned out pull requests back to the monorepo pull request. - python client class adds support for the new rest api calls required. Note the sha-based functions since checks are attached to sha, and not pull requests directly. - There are workflows to support polling (pull), and push for subrepos where the GitHub App and its secrets can be set.
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- Jenkins and other platforms do not interact with check_run, but instead use commit status updates.
Contributor
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Pull Request Overview
This PR implements new GitHub Actions workflows and Python scripts to reflect check runs from fanned-out subrepo pull requests back to the monorepo pull request.
- Adds workflows for push and polling-based reflection of check statuses.
- Introduces a Python script (pr_reflect_checks.py) and new helper methods in GitHubCLIClient to support the new REST API calls and check run upsertion.
Reviewed Changes
Copilot reviewed 5 out of 5 changed files in this pull request and generated 2 comments.
Show a summary per file
| File | Description |
|---|---|
| .github/workflows/subrepo/pr-push-checks.yml | Workflow for push-triggered check reflection via repository_dispatch. |
| .github/workflows/pr-reflect-checks-push.yml | Workflow that listens for dispatch events to reflect subrepo checks. |
| .github/workflows/pr-reflect-checks-pull.yml | Workflow for polling and reflecting checks on monorepo PRs. |
| .github/scripts/pr_reflect_checks.py | Python script implementing the check reflection logic. |
| .github/scripts/github_cli_client.py | GitHubCLIClient enhancements for fetching PR details and upserting check runs. |
Collaborator
Author
|
This example PR has a reflected check: |
assistant-librarian Bot
pushed a commit
that referenced
this pull request
Jun 6, 2025
Cannot support alias targets that refer to single target
idass1990
pushed a commit
that referenced
this pull request
Jun 13, 2025
Cannot support alias targets that refer to single target [ROCm/hipBLAS-common commit: 74c51f2]
ammallya
pushed a commit
that referenced
this pull request
Sep 24, 2025
* Rename remaining uses of pythonapi* to python_api* * Rename set_compute_type to set_compute_data_type * Rename get_compute_type to get_compute_data_type * Rename set_intermediate_type to set_intermediate_data_type * Rename get_intermediate_type to get_intermediate_data_type * Rename set_io_type to set_io_data_type * Rename get_io_type to get_io_data_type * Add a basic python api for the Graph class * Add batchnorm_inference to the python frontend api * Add graph validation to the python frontend api * Rename set_relu_lower_slope to set_relu_lower_clip_slope * Add RELU to the python frontend api * Add build_operation_graph to the python frontend api * Add a test for building a multi-node graph using the python api * Add serialization to the python frontend api Note that some of this is stubbed out since it will need a C++ deserialization graph method. * Add batchnorm_backward to the python frontend api * Rename set_operation to set_mode * Rename get_operation to get_mode * Rename _operation member to _mode * Rename PointwiseMode_t::RELU to PointwiseMode_t::RELU_FWD
ammallya
pushed a commit
that referenced
this pull request
Sep 24, 2025
* Rename remaining uses of pythonapi* to python_api* * Rename set_compute_type to set_compute_data_type * Rename get_compute_type to get_compute_data_type * Rename set_intermediate_type to set_intermediate_data_type * Rename get_intermediate_type to get_intermediate_data_type * Rename set_io_type to set_io_data_type * Rename get_io_type to get_io_data_type * Add a basic python api for the Graph class * Add batchnorm_inference to the python frontend api * Add graph validation to the python frontend api * Rename set_relu_lower_slope to set_relu_lower_clip_slope * Add RELU to the python frontend api * Add build_operation_graph to the python frontend api * Add a test for building a multi-node graph using the python api * Add serialization to the python frontend api Note that some of this is stubbed out since it will need a C++ deserialization graph method. * Add batchnorm_backward to the python frontend api * Rename set_operation to set_mode * Rename get_operation to get_mode * Rename _operation member to _mode * Rename PointwiseMode_t::RELU to PointwiseMode_t::RELU_FWD [ROCm/hipDNN commit: 8e8ab0f]
stanleytsang-amd
pushed a commit
that referenced
this pull request
Dec 12, 2025
## Motivation
Enable gfx1152 and gfx1153.
## Technical Details
1. combine arrays into tables and use local macros to reduce repetition
(for maintainability)
2. monkey-see-monkey-do wherever `gfx11...` was found
## Test Plan
Build existing ctests for, and run them on, gfx1152 and gfx1153.
## Test Result
###
<details>
<summary>gfx1152 passed (click to see log)</summary>
```
INFO:root:++ Exec [/tmp/eble]$ ctest --test-dir /tmp/eble/rocm/bin/rocprim --output-o
n-failure --parallel 2 --exclude-regex 'rocprim.lookback_reproducibility|rocprim.link
ing|rocprim.device_merge_inplace|rocprim.device_merge_sort|rocprim.device_partition|r
ocprim.device_radix_sort|rocprim.device_scan|rocprim.device_select|rocprim.device_fin
d_first_of|rocprim.device_reduce_by_key' --timeout 60
Test project /tmp/eble/rocm/bin/rocprim
Start 1: hip.device_api
Start 2: hip.async_copy
1/73 Test #2: hip.async_copy .............................. Passed 0.01 sec
Start 3: hip.ordered_block_id
2/73 Test #1: hip.device_api .............................. Passed 0.02 sec
Start 4: rocprim.internal_merge_path
3/73 Test #4: rocprim.internal_merge_path ................. Passed 0.01 sec
Start 5: rocprim.basic_test
4/73 Test #3: hip.ordered_block_id ........................ Passed 0.01 sec
Start 6: rocprim.arg_index_iterator
5/73 Test #5: rocprim.basic_test .......................... Passed 0.01 sec
Start 7: rocprim.temporary_storage_partitioning
6/73 Test #6: rocprim.arg_index_iterator .................. Passed 0.01 sec
Start 8: rocprim.block_adjacent_difference
7/73 Test #7: rocprim.temporary_storage_partitioning ...... Passed 0.01 sec
Start 9: rocprim.block_discontinuity
8/73 Test #8: rocprim.block_adjacent_difference ........... Passed 2.34 sec
Start 10: rocprim.bit_cast
9/73 Test #10: rocprim.bit_cast ............................ Passed 0.02 sec
Start 11: rocprim.block_exchange
10/73 Test #11: rocprim.block_exchange ...................... Passed 0.73 sec
Start 12: rocprim.block_histogram
11/73 Test #12: rocprim.block_histogram ..................... Passed 0.54 sec
Start 13: rocprim.block_load_store
12/73 Test #13: rocprim.block_load_store .................... Passed 0.44 sec
Start 14: rocprim.block_sort_merge
13/73 Test #14: rocprim.block_sort_merge .................... Passed 0.02 sec
Start 15: rocprim.block_sort_merge_stable
14/73 Test #15: rocprim.block_sort_merge_stable ............. Passed 0.02 sec
Start 16: rocprim.block_radix_rank
15/73 Test #16: rocprim.block_radix_rank .................... Passed 0.03 sec
Start 17: rocprim.block_radix_sort
16/73 Test #17: rocprim.block_radix_sort .................... Passed 4.79 sec
Start 18: rocprim.block_reduce
17/73 Test #18: rocprim.block_reduce ........................ Passed 0.26 sec
Start 19: rocprim.block_run_length_decode
18/73 Test #19: rocprim.block_run_length_decode ............. Passed 0.54 sec
Start 20: rocprim.block_scan
19/73 Test #20: rocprim.block_scan .......................... Passed 0.04 sec
Start 21: rocprim.block_shuffle
20/73 Test #21: rocprim.block_shuffle ....................... Passed 2.70 sec
Start 22: rocprim.block_sort_bitonic
21/73 Test #9: rocprim.block_discontinuity ................. Passed 17.36 sec
Start 23: rocprim.config_dispatch
22/73 Test #23: rocprim.config_dispatch ..................... Passed 0.09 sec
Start 24: rocprim.constant_iterator
23/73 Test #24: rocprim.constant_iterator ................... Passed 0.07 sec
Start 25: rocprim.counting_iterator
24/73 Test #25: rocprim.counting_iterator ................... Passed 0.07 sec
Start 26: rocprim.device_batch_memcpy
25/73 Test #26: rocprim.device_batch_memcpy ................. Passed 1.20 sec
Start 27: rocprim.device_binary_search
26/73 Test #27: rocprim.device_binary_search ................ Passed 0.02 sec
Start 28: rocprim.device_adjacent_difference
27/73 Test #28: rocprim.device_adjacent_difference .......... Passed 0.01 sec
Start 29: rocprim.device_adjacent_find
28/73 Test #29: rocprim.device_adjacent_find ................ Passed 0.01 sec
Start 30: rocprim.device_find_end
29/73 Test #30: rocprim.device_find_end ..................... Passed 0.01 sec
Start 31: rocprim.device_histogram
30/73 Test #22: rocprim.block_sort_bitonic .................. Passed 13.23 sec
Start 32: rocprim.device_merge
31/73 Test #31: rocprim.device_histogram .................... Passed 7.85 sec
Start 33: rocprim.nth_element
32/73 Test #33: rocprim.nth_element ......................... Passed 0.03 sec
Start 34: rocprim.device_partial_sort
33/73 Test #34: rocprim.device_partial_sort ................. Passed 0.02 sec
Start 35: rocprim.device_reduce
34/73 Test #35: rocprim.device_reduce ....................... Passed 8.94 sec
Start 36: rocprim.device_run_length_encode
35/73 Test #32: rocprim.device_merge ........................ Passed 14.05 sec
Start 37: rocprim.device_search
36/73 Test #37: rocprim.device_search ....................... Passed 0.02 sec
Start 38: rocprim.device_segmented_radix_sort
37/73 Test #36: rocprim.device_run_length_encode ............ Passed 13.92 sec
Start 39: rocprim.device_search_n
38/73 Test #39: rocprim.device_search_n ..................... Passed 0.02 sec
Start 40: rocprim.device_segmented_reduce
39/73 Test #40: rocprim.device_segmented_reduce ............. Passed 5.21 sec
Start 41: rocprim.device_segmented_scan
40/73 Test #41: rocprim.device_segmented_scan ............... Passed 0.02 sec
Start 42: rocprim.device_transform
41/73 Test #42: rocprim.device_transform .................... Passed 13.90 sec
Start 43: rocprim.discard_iterator
42/73 Test #43: rocprim.discard_iterator .................... Passed 0.07 sec
Start 44: rocprim.radix_key_codec
43/73 Test #44: rocprim.radix_key_codec ..................... Pas09:54:11 [55/1943]
Start 45: rocprim.predicate_iterator
44/73 Test #45: rocprim.predicate_iterator .................. Passed 0.07 sec
Start 46: rocprim.reverse_iterator
45/73 Test #46: rocprim.reverse_iterator .................... Passed 0.09 sec
Start 47: rocprim.rocprim_tuple
46/73 Test #47: rocprim.rocprim_tuple ....................... Passed 0.01 sec
Start 48: rocprim.rocprim_types
47/73 Test #48: rocprim.rocprim_types ....................... Passed 0.01 sec
Start 49: rocprim.texture_cache_iterator
48/73 Test #49: rocprim.texture_cache_iterator .............. Passed 0.01 sec
Start 50: rocprim.thread
49/73 Test #50: rocprim.thread .............................. Passed 0.07 sec
Start 51: rocprim.thread_algos
50/73 Test #51: rocprim.thread_algos ........................ Passed 0.35 sec
Start 52: rocprim.tuple
51/73 Test #52: rocprim.tuple ............................... Passed 0.02 sec
Start 53: rocprim.utils_sort_checker
52/73 Test #53: rocprim.utils_sort_checker .................. Passed 0.01 sec
Start 54: rocprim.transform_iterator
53/73 Test #54: rocprim.transform_iterator .................. Passed 0.11 sec
Start 55: rocprim.type_traits_interface_cpp17
54/73 Test #55: rocprim.type_traits_interface_cpp17 ......... Passed 0.01 sec
Start 56: rocprim.type_traits_interface_gnupp17
55/73 Test #56: rocprim.type_traits_interface_gnupp17 ....... Passed 0.01 sec
Start 57: rocprim.type_traits_interface_cpp20
56/73 Test #57: rocprim.type_traits_interface_cpp20 ......... Passed 0.01 sec
Start 58: rocprim.type_traits_interface_gnupp20
57/73 Test #58: rocprim.type_traits_interface_gnupp20 ....... Passed 0.01 sec
Start 59: rocprim.no_half_operators
58/73 Test #59: rocprim.no_half_operators ................... Passed 0.01 sec
Start 60: rocprim.intrinsics
59/73 Test #60: rocprim.intrinsics .......................... Passed 0.21 sec
Start 61: rocprim.intrinsics_atomic
60/73 Test #61: rocprim.intrinsics_atomic ................... Passed 0.02 sec
Start 62: rocprim.invoke_result
61/73 Test #62: rocprim.invoke_result ....................... Passed 0.01 sec
Start 63: rocprim.warp_exchange
62/73 Test #63: rocprim.warp_exchange ....................... Passed 0.08 sec
Start 64: rocprim.warp_load
63/73 Test #64: rocprim.warp_load ........................... Passed 0.08 sec
Start 65: rocprim.warp_reduce
64/73 Test #65: rocprim.warp_reduce ......................... Passed 0.14 sec
Start 66: rocprim.warp_scan
65/73 Test #66: rocprim.warp_scan ........................... Passed 0.20 sec
Start 67: rocprim.warp_scan_disable_dpp_disable_dpp
66/73 Test #67: rocprim.warp_scan_disable_dpp_disable_dpp ... Passed 0.21 sec
Start 68: rocprim.warp_sort
67/73 Test #68: rocprim.warp_sort ........................... Passed 0.09 sec
Start 69: rocprim.warp_store
68/73 Test #69: rocprim.warp_store .......................... Passed 0.02 sec
Start 70: rocprim.zip_iterator
69/73 Test #70: rocprim.zip_iterator ........................ Passed 0.02 sec
Start 71: rocprim.accumulator_t
70/73 Test #71: rocprim.accumulator_t ....................... Passed 0.02 sec
Start 72: hipgraph.basic
71/73 Test #72: hipgraph.basic .............................. Passed 0.02 sec
Start 73: hipgraph.algs
72/73 Test #73: hipgraph.algs ............................... Passed 0.01 sec
73/73 Test #38: rocprim.device_segmented_radix_sort ......... Passed 31.97 sec
100% tests passed, 0 tests failed out of 73
Total Test time (real) = 71.80 sec
✅ test_rocprim.py PASSED
```
</details>
<details>
<summary>gfx1153 passed (click to see log)</summary>
```
INFO:root:++ Exec [/tmp/eble]$ ctest --test-dir /tmp/eble/rocm/bin/rocprim --output-o
n-failure --parallel 1 --exclude-regex 'rocprim.lookback_reproducibility|rocprim.link
ing|rocprim.device_merge_inplace|rocprim.device_merge_sort|rocprim.device_partition|r
ocprim.device_radix_sort|rocprim.device_scan|rocprim.device_select|rocprim.device_fin
d_first_of|rocprim.device_reduce_by_key' --timeout 60
Test project /tmp/eble/rocm/bin/rocprim
Start 1: hip.device_api
1/73 Test #1: hip.device_api .............................. Passed 0.01 sec
Start 2: hip.async_copy
2/73 Test #2: hip.async_copy .............................. Passed 0.01 sec
Start 3: hip.ordered_block_id
3/73 Test #3: hip.ordered_block_id ........................ Passed 0.01 sec
Start 4: rocprim.internal_merge_path
4/73 Test #4: rocprim.internal_merge_path ................. Passed 0.01 sec
Start 5: rocprim.basic_test
5/73 Test #5: rocprim.basic_test .......................... Passed 0.01 sec
Start 6: rocprim.arg_index_iterator
6/73 Test #6: rocprim.arg_index_iterator .................. Passed 0.01 sec
Start 7: rocprim.temporary_storage_partitioning
7/73 Test #7: rocprim.temporary_storage_partitioning ...... Passed 0.01 sec
Start 8: rocprim.block_adjacent_difference
8/73 Test #8: rocprim.block_adjacent_difference ........... Passed 2.94 sec
Start 9: rocprim.block_discontinuity
9/73 Test #9: rocprim.block_discontinuity ................. Passed 21.10 sec
Start 10: rocprim.bit_cast
10/73 Test #10: rocprim.bit_cast ............................ Passed 0.01 sec
Start 11: rocprim.block_exchange
11/73 Test #11: rocprim.block_exchange ...................... Passed 2.20 sec
Start 12: rocprim.block_histogram
12/73 Test #12: rocprim.block_histogram ..................... Passed 0.71 sec
Start 13: rocprim.block_load_store
13/73 Test #13: rocprim.block_load_store .................... Passed 0.48 sec
Start 14: rocprim.block_sort_merge
14/73 Test #14: rocprim.block_sort_merge .................... Passed 0.02 sec
Start 15: rocprim.block_sort_merge_stable
15/73 Test #15: rocprim.block_sort_merge_stable ............. Passed 0.02 sec
Start 16: rocprim.block_radix_rank
16/73 Test #16: rocprim.block_radix_rank .................... Passed 0.02 sec
Start 17: rocprim.block_radix_sort
17/73 Test #17: rocprim.block_radix_sort .................... Passed 6.12 sec
Start 18: rocprim.block_reduce
18/73 Test #18: rocprim.block_reduce ........................ Passed 0.31 sec
Start 19: rocprim.block_run_length_decode
19/73 Test #19: rocprim.block_run_length_decode ............. Passed 0.68 sec
Start 20: rocprim.block_scan
20/73 Test #20: rocprim.block_scan .......................... Passed 0.03 sec
Start 21: rocprim.block_shuffle
21/73 Test #21: rocprim.block_shuffle ....................... Passed 3.63 sec
Start 22: rocprim.block_sort_bitonic
22/73 Test #22: rocprim.block_sort_bitonic .................. Passed 19.34 sec
Start 23: rocprim.config_dispatch
23/73 Test #23: rocprim.config_dispatch ..................... Passed 0.10 sec
Start 24: rocprim.constant_iterator
24/73 Test #24: rocprim.constant_iterator ................... Passed 0.09 sec
Start 25: rocprim.counting_iterator
25/73 Test #25: rocprim.counting_iterator ................... Passed 0.09 sec
Start 26: rocprim.device_batch_memcpy
26/73 Test #26: rocprim.device_batch_memcpy ................. Passed 1.42 sec
Start 27: rocprim.device_binary_search
27/73 Test #27: rocprim.device_binary_search ................ Passed 0.01 sec
Start 28: rocprim.device_adjacent_difference
28/73 Test #28: rocprim.device_adjacent_difference .......... Passed 0.01 sec
Start 29: rocprim.device_adjacent_find
29/73 Test #29: rocprim.device_adjacent_find ................ Passed 0.01 sec
Start 30: rocprim.device_find_end
30/73 Test #30: rocprim.device_find_end ..................... Passed 0.01 sec
Start 31: rocprim.device_histogram
31/73 Test #31: rocprim.device_histogram .................... Passed 8.77 sec
Start 32: rocprim.device_merge
32/73 Test #32: rocprim.device_merge ........................ Passed 16.23 sec
Start 33: rocprim.nth_element
33/73 Test #33: rocprim.nth_element ......................... Passed 0.01 sec
Start 34: rocprim.device_partial_sort
34/73 Test #34: rocprim.device_partial_sort ................. Passed 0.02 sec
Start 35: rocprim.device_reduce
35/73 Test #35: rocprim.device_reduce ....................... Passed 10.92 sec
Start 36: rocprim.device_run_length_encode
36/73 Test #36: rocprim.device_run_length_encode ............ Passed 14.34 sec
Start 37: rocprim.device_search
37/73 Test #37: rocprim.device_search ....................... Passed 0.01 sec
Start 38: rocprim.device_segmented_radix_sort
38/73 Test #38: rocprim.device_segmented_radix_sort ......... Passed 38.28 sec
Start 39: rocprim.device_search_n
39/73 Test #39: rocprim.device_search_n ..................... Passed 0.02 sec
Start 40: rocprim.device_segmented_reduce
40/73 Test #40: rocprim.device_segmented_reduce ............. Passed 7.19 sec
Start 41: rocprim.device_segmented_scan
41/73 Test #41: rocprim.device_segmented_scan ............... Passed 0.02 sec
Start 42: rocprim.device_transform
42/73 Test #42: rocprim.device_transform .................... Passed 17.64 sec
Start 43: rocprim.discard_iterator
43/73 Test #43: rocprim.discard_iterator .................... Passed 0.12 sec
Start 44: rocprim.radix_key_codec
44/73 Test #44: rocprim.radix_key_codec ..................... Passed 0.01 sec
Start 45: rocprim.predicate_iterator
45/73 Test #45: rocprim.predicate_iterator .................. Passed 0.08 sec
Start 46: rocprim.reverse_iterator
46/73 Test #46: rocprim.reverse_iterator .................... Pas10:13:26 [46/1844]
Start 47: rocprim.rocprim_tuple
47/73 Test #47: rocprim.rocprim_tuple ....................... Passed 0.01 sec
Start 48: rocprim.rocprim_types
48/73 Test #48: rocprim.rocprim_types ....................... Passed 0.01 sec
Start 49: rocprim.texture_cache_iterator
49/73 Test #49: rocprim.texture_cache_iterator .............. Passed 0.01 sec
Start 50: rocprim.thread
50/73 Test #50: rocprim.thread .............................. Passed 0.08 sec
Start 51: rocprim.thread_algos
51/73 Test #51: rocprim.thread_algos ........................ Passed 0.43 sec
Start 52: rocprim.tuple
52/73 Test #52: rocprim.tuple ............................... Passed 0.01 sec
Start 53: rocprim.utils_sort_checker
53/73 Test #53: rocprim.utils_sort_checker .................. Passed 0.01 sec
Start 54: rocprim.transform_iterator
54/73 Test #54: rocprim.transform_iterator .................. Passed 0.12 sec
Start 55: rocprim.type_traits_interface_cpp17
55/73 Test #55: rocprim.type_traits_interface_cpp17 ......... Passed 0.01 sec
Start 56: rocprim.type_traits_interface_gnupp17
56/73 Test #56: rocprim.type_traits_interface_gnupp17 ....... Passed 0.01 sec
Start 57: rocprim.type_traits_interface_cpp20
57/73 Test #57: rocprim.type_traits_interface_cpp20 ......... Passed 0.01 sec
Start 58: rocprim.type_traits_interface_gnupp20
58/73 Test #58: rocprim.type_traits_interface_gnupp20 ....... Passed 0.01 sec
Start 59: rocprim.no_half_operators
59/73 Test #59: rocprim.no_half_operators ................... Passed 0.01 sec
Start 60: rocprim.intrinsics
60/73 Test #60: rocprim.intrinsics .......................... Passed 0.29 sec
Start 61: rocprim.intrinsics_atomic
61/73 Test #61: rocprim.intrinsics_atomic ................... Pas10:13:27 [16/1844]
Start 62: rocprim.invoke_result
62/73 Test #62: rocprim.invoke_result ....................... Passed 0.01 sec
Start 63: rocprim.warp_exchange
63/73 Test #63: rocprim.warp_exchange ....................... Passed 0.09 sec
Start 64: rocprim.warp_load
64/73 Test #64: rocprim.warp_load ........................... Passed 0.09 sec
Start 65: rocprim.warp_reduce
65/73 Test #65: rocprim.warp_reduce ......................... Passed 0.17 sec
Start 66: rocprim.warp_scan
66/73 Test #66: rocprim.warp_scan ........................... Passed 0.26 sec
Start 67: rocprim.warp_scan_disable_dpp_disable_dpp
67/73 Test #67: rocprim.warp_scan_disable_dpp_disable_dpp ... Passed 0.26 sec
Start 68: rocprim.warp_sort
68/73 Test #68: rocprim.warp_sort ........................... Passed 0.10 sec
Start 69: rocprim.warp_store
69/73 Test #69: rocprim.warp_store .......................... Passed 0.01 sec
Start 70: rocprim.zip_iterator
70/73 Test #70: rocprim.zip_iterator ........................ Passed 0.01 sec
Start 71: rocprim.accumulator_t
71/73 Test #71: rocprim.accumulator_t ....................... Passed 0.01 sec
Start 72: hipgraph.basic
72/73 Test #72: hipgraph.basic .............................. Passed 0.01 sec
Start 73: hipgraph.algs
73/73 Test #73: hipgraph.algs ............................... Passed 0.01 sec
100% tests passed, 0 tests failed out of 73
Total Test time (real) = 175.34 sec
✅ test_rocprim.py PASSED
```
<detail>
## Submission Checklist
- [x] Look over the contributing guidelines at
https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
NolanHannaAMD
added a commit
that referenced
this pull request
Mar 9, 2026
…being used after being freed. (#5220) ## Motivation A `heap-use-after-free` error was triggered by AddressSanitizer on test `CPU_Dump_NAN_FP32.testDump`. ## Technical Details Root Cause Analysis: The AddressSanitizer error occurred because the HIPOCProgramImpl constructor was not storing the binary data passed to it. When LoadProgram called LoadBinary and created a HIPOCProgram with the returned vector, the temporary vector would go out of scope, but COMGR still needed to access the binary data later, causing a use-after-free. - The fix ensures that the HIPOCProgramImpl object owns the binary data for its entire lifetime - Both constructors now consistently store the binary data in the `binary` member variable (std::vector) - The uint8_t constructor converts the data to char format using iterator range construction - This prevents the use-after-free that occurred when COMGR tried to access freed memory ## Test Plan Test output before change: ``` HSA_XNACK=1 ASAN_OPTIONS=symbolize=1 ./build/ml-libs/MIOpen/build/bin/miopen_gtest --gtest_filter="*CPU_Dump_NAN_FP32*" PRNG seed: 12345678 Note: Google Test filter = *CPU_Dump_NAN_FP32* [==========] Running 1 test from 1 test suite. [----------] Global test environment set-up. [----------] 1 test from CPU_Dump_NAN_FP32 [ RUN ] CPU_Dump_NAN_FP32.testDump ================================================================= ==3639==ERROR: AddressSanitizer: heap-use-after-free on address 0x7e0f08c50200 at pc 0x7f5f8d7a6554 bp 0x7ffcb7c4a730 sp 0x7ffcb7c49ee8 READ of size 26088 at 0x7e0f08c50200 thread T0 #0 0x7f5f8d7a6553 in memcpy /data/nhanna/repos/TheRock/compiler/amd-llvm/compiler-rt/lib/asan/../sanitizer_common/sanitizer_common_interceptors_memintrinsics.inc:117:5 #1 0x7f5f23d61d78 in COMGR::setCStr(char*&, llvm::StringRef, unsigned long*) /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:216:9 #2 0x7f5f23d61d78 in COMGR::DataObject::setData(llvm::StringRef) /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:334:17 #3 0x7f5f23d61d78 in amd_comgr_set_data /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:606:24 #4 0x7f5f221dc1d3 in amd::Comgr::set_data(amd_comgr_data_s, unsigned long, char const*) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/rocclr/device/comgrctx.hpp:252:12 #5 0x7f5f221dc1d3 in amd::device::Program::getSymbolsFromCodeObj(std::vector<std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::allocator<std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>>>*, amd_comgr_symbol_type_s) const /data/nhanna/repos/TheRock/rocm-systems/projects/clr/rocclr/device/devprogram.cpp:2061:14 #6 0x7f5f219e6f7c in hip::DynCO::populateDynGlobalVars() /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_code_object.cpp:216:22 #7 0x7f5f219e8e6a in hip::DynCO::getDynFunc(ihipModuleSymbol_t**, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_code_object.cpp:125:22 #8 0x7f5f21f842ba in hip::PlatformState::GetDynFunc(ihipModuleSymbol_t**, ihipModule_t*, char const*) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_platform.cpp:884:22 #9 0x7f5f21ec2d71 in hip::hipModuleGetFunction(ihipModuleSymbol_t**, ihipModule_t*, char const*) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_module.cpp:89:47 #10 0x7f5f2212c588 in hipModuleGetFunction /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_table_interface.cpp:1926:10 #11 0x7f5f7478d806 in miopen::HIPOCKernel::HIPOCKernel(miopen::HIPOCProgram, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::vector<unsigned long, std::allocator<unsigned long>>, std::vector<unsigned long, std::allocator<unsigned long>>) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/include/miopen/hipoc_kernel.hpp:225:25 #12 0x7f5f766febb7 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:161:18 #13 0x7f5f76b6f0e4 in miopen::Handle::AddKernel(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:450:34 #14 0x7f5f7411b52f in miopen::checkNumericsImpl(miopen::Handle const&, int, miopen::TensorDescriptor const&, void const*, bool) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/check_numerics.cpp:107:12 #15 0x55e87c72ebee in void testDumpWithNan<float>(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:130:8 #16 0x55e87c72d4e8 in CPU_Dump_NAN_FP32_testDump_Test::TestBody() /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:157:37 #17 0x55e87ef19d5e in void testing::internal::HandleSehExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 #18 0x55e87ef19d5e in void testing::internal::HandleExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 #19 0x55e87ef04cdd in testing::Test::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2728:50 #20 0x55e87ef04cdd in testing::Test::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2718:6 #21 0x55e87ef04e64 in testing::TestInfo::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2874:14 #22 0x55e87ef0500e in testing::TestSuite::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:3052:33 #23 0x55e87ef0500e in testing::TestSuite::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:3006:6 #24 0x55e87ef0d20b in testing::internal::UnitTestImpl::RunAllTests() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:6004:47 #25 0x55e87ef1a1de in bool testing::internal::HandleSehExceptionsInMethodIfSupported<testing::internal::UnitTestImpl, bool>(testing::internal::UnitTestImpl*, bool (testing::internal::UnitTestImpl::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 #26 0x55e87ef1a1de in bool testing::internal::HandleExceptionsInMethodIfSupported<testing::internal::UnitTestImpl, bool>(testing::internal::UnitTestImpl*, bool (testing::internal::UnitTestImpl::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 #27 0x55e87ef051b5 in testing::UnitTest::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:5583:55 #28 0x55e87eee3f9b in RUN_ALL_TESTS() /data/nhanna/repos/TheRock/build/third-party/googletest/dist/include/gtest/gtest.h:2334:73 #29 0x55e87eee3f9b in main /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/main_hip.cpp:34:12 #30 0x7f5f20a587e4 in __libc_start_main (/lib64/libc.so.6+0x3a7e4) (BuildId: 889235a2805b8308b2d0274921bbe1890e9a1986) #31 0x55e87b0bcf2d in _start (/data/nhanna/repos/TheRock/build/ml-libs/MIOpen/build/bin/miopen_gtest+0x126bf2d) 0x7e0f08c50200 is located 0 bytes inside of 26088-byte region [0x7e0f08c50200,0x7e0f08c567e8) freed by thread T0 here: #0 0x7f5f8d7b8ba2 in operator delete(void*, unsigned long) /data/nhanna/repos/TheRock/compiler/amd-llvm/compiler-rt/lib/asan/asan_new_delete.cpp:190:3 #1 0x7f5f76b7317d in std::__new_allocator<char>::deallocate(char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/new_allocator.h:172:2 #2 0x7f5f76b7317d in std::allocator<char>::deallocate(char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/allocator.h:210:25 #3 0x7f5f76b7317d in std::allocator_traits<std::allocator<char>>::deallocate(std::allocator<char>&, char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/alloc_traits.h:517:13 #4 0x7f5f76b7317d in std::_Vector_base<char, std::allocator<char>>::_M_deallocate(char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:390:4 #5 0x7f5f76b7317d in std::_Vector_base<char, std::allocator<char>>::~_Vector_base() /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:369:2 #6 0x7f5f76b7317d in std::vector<char, std::allocator<char>>::~vector() /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:738:7 #7 0x7f5f76b7317d in miopen::Handle::LoadProgram(std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, bool) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:633:5 #8 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*)::'lambda'()::operator()() const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:143:30 #9 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:124:26 #10 0x7f5f76b6f0e4 in miopen::Handle::AddKernel(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:450:34 #11 0x7f5f7411b52f in miopen::checkNumericsImpl(miopen::Handle const&, int, miopen::TensorDescriptor const&, void const*, bool) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/check_numerics.cpp:107:12 #12 0x55e87c72ebee in void testDumpWithNan<float>(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:130:8 #13 0x55e87c72d4e8 in CPU_Dump_NAN_FP32_testDump_Test::TestBody() /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:157:37 #14 0x55e87ef19d5e in void testing::internal::HandleSehExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 #15 0x55e87ef19d5e in void testing::internal::HandleExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 previously allocated by thread T0 here: #0 0x7f5f8d7b7f9d in operator new(unsigned long) /data/nhanna/repos/TheRock/compiler/amd-llvm/compiler-rt/lib/asan/asan_new_delete.cpp:109:35 #1 0x7f5f76b720a5 in std::__new_allocator<char>::allocate(unsigned long, void const*) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/new_allocator.h:151:27 #2 0x7f5f76b720a5 in std::allocator<char>::allocate(unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/allocator.h:198:32 #3 0x7f5f76b720a5 in std::allocator_traits<std::allocator<char>>::allocate(std::allocator<char>&, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/alloc_traits.h:482:20 #4 0x7f5f76b720a5 in std::_Vector_base<char, std::allocator<char>>::_M_allocate(unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:381:20 #5 0x7f5f76b720a5 in std::_Vector_base<char, std::allocator<char>>::_M_create_storage(unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:398:33 #6 0x7f5f76b720a5 in std::_Vector_base<char, std::allocator<char>>::_Vector_base(unsigned long, std::allocator<char> const&) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:335:9 #7 0x7f5f76b720a5 in std::vector<char, std::allocator<char>>::vector(std::vector<char, std::allocator<char>> const&) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:602:9 #8 0x7f5f76b720a5 in miopen::Handle::LoadProgram(std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, bool) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:623:27 #9 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*)::'lambda'()::operator()() const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:143:30 #10 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:124:26 #11 0x7f5f76b6f0e4 in miopen::Handle::AddKernel(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:450:34 #12 0x7f5f7411b52f in miopen::checkNumericsImpl(miopen::Handle const&, int, miopen::TensorDescriptor const&, void const*, bool) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/check_numerics.cpp:107:12 #13 0x55e87c72ebee in void testDumpWithNan<float>(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:130:8 #14 0x55e87c72d4e8 in CPU_Dump_NAN_FP32_testDump_Test::TestBody() /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:157:37 #15 0x55e87ef19d5e in void testing::internal::HandleSehExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 #16 0x55e87ef19d5e in void testing::internal::HandleExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 SUMMARY: AddressSanitizer: heap-use-after-free /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:216:9 in COMGR::setCStr(char*&, llvm::StringRef, unsigned long*) Shadow bytes around the buggy address: 0x7e0f08c4ff80: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50000: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50080: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50100: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50180: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa =>0x7e0f08c50200:[fd]fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50280: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50300: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50380: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50400: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50480: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd Shadow byte legend (one shadow byte represents 8 application bytes): Addressable: 00 Partially addressable: 01 02 03 04 05 06 07 Heap left redzone: fa Freed heap region: fd Stack left redzone: f1 Stack mid redzone: f2 Stack right redzone: f3 Stack after return: f5 Stack use after scope: f8 Global redzone: f9 Global init order: f6 Poisoned by user: f7 Container overflow: fc Array cookie: ac Intra object redzone: bb ASan internal: fe Left alloca redzone: ca Right alloca redzone: cb ==3639==ABORTING ``` ## Test Result Test output after change: ``` HSA_XNACK=1 ASAN_OPTIONS=symbolize=1 ./build/ml-libs/MIOpen/build/bin/miopen_gtest --gtest_filter="*CPU_Dump_NAN_FP32*" PRNG seed: 12345678 Note: Google Test filter = *CPU_Dump_NAN_FP32* [==========] Running 1 test from 1 test suite. [----------] Global test environment set-up. [----------] 1 test from CPU_Dump_NAN_FP32 [ RUN ] CPU_Dump_NAN_FP32.testDump [ OK ] CPU_Dump_NAN_FP32.testDump (51 ms) [----------] 1 test from CPU_Dump_NAN_FP32 (51 ms total) [----------] Global test environment tear-down [==========] 1 test from 1 test suite ran. (52 ms total) [ PASSED ] 1 test. ``` ## Cline Analysis ### Test Coverage Analysis: __1. LoadProgram Code Path (std::vector constructor):__ - __Primary Test__: `rocm-libraries/projects/miopen/test/gtest/db_sync.cpp` - __Function__: `BuildKernel()` calls `handle.LoadProgram(program_file, program_args, "")` - __Coverage__: This test extensively exercises the LoadProgram → LoadBinary → HIPOCProgramImpl constructor path - __Scope__: Tests multiple GPU architectures (gfx908, gfx90a, gfx942, gfx1030) with different CU counts - __Frequency__: Runs on thousands of kernel configurations in the database sync tests __2. Solution Binary Serialization (std::vector usage):__ - __Primary Test__: `rocm-libraries/projects/miopen/test/gtest/find_2_conv.cpp` - __Function__: `miopenSaveSolution()` and `miopenLoadSolution()` with `std::vector<char> solution_binary` - __Coverage__: Tests the save/load cycle of solution binaries - __Scope__: Tests all convolution directions (Forward, BackwardData, BackwardWeights) __3. Additional Coverage:__ - __Cache Tests__: `rocm-libraries/projects/miopen/test/gtest/cache.cpp` tests compression/decompression with `std::vector<char>` - __Dropout Tests__: Uses `std::vector<unsigned char>` for reserve space (related pattern) __Test Quality Assessment:__ ✅ __Both constructors are well-tested__: - The `std::vector<char>` constructor is heavily exercised through database sync tests - The `std::vector<uint8_t>` constructor would be tested through any code paths that use uint8_t binary data ✅ __Real-world scenarios covered__: - Database synchronization (production kernel loading) - Solution serialization (runtime binary handling) - Multi-threaded execution (db_sync uses up to 32 threads) ✅ __Comprehensive architecture coverage__: - Tests run on multiple GPU architectures - Different compute unit configurations tested __Confidence Level__: Very High ### Performance Analysis: Regarding the performance impact of this fix, it's actually quite minimal and represents good engineering practice: __Memory Impact:__ - __Additional Memory Usage__: Each HIPOCProgramImpl object now stores a copy of the binary data in its `binary` member variable - __Typical Size__: GPU code objects are usually relatively small (typically a few KB to a few MB depending on kernel complexity) - __Lifetime__: The memory is only held for the lifetime of the HIPOCProgram object, which is typically short-lived during kernel loading __Performance Characteristics:__ - __One-time Copy Cost__: There's a single memory copy operation during construction (std::vector copy or iterator range construction) - __No Runtime Overhead__: Once constructed, there's no additional performance cost during kernel execution - __Memory Safety Benefit__: Eliminates potential crashes and undefined behavior, which far outweighs the small memory cost __Context in MIOpen:__ - This occurs during the kernel loading phase, not during actual ML inference/training - Kernel loading is already an expensive operation involving compilation, module creation, etc. - The additional memory copy is negligible compared to the overall kernel loading time __Trade-off Analysis:__ - __Cost__: Small increase in memory usage during kernel loading - __Benefit__: Eliminates memory safety bugs that could cause crashes or data corruption - __Net Result__: Significantly positive - reliability and correctness are much more valuable than the minimal memory overhead In practice, this fix follows the RAII (Resource Acquisition Is Initialization) principle and ensures proper ownership semantics, which is standard best practice in modern C++. The performance impact should be unnoticeable in real-world usage.
jovanau
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Mar 19, 2026
…being used after being freed. (ROCm#5220) ## Motivation A `heap-use-after-free` error was triggered by AddressSanitizer on test `CPU_Dump_NAN_FP32.testDump`. ## Technical Details Root Cause Analysis: The AddressSanitizer error occurred because the HIPOCProgramImpl constructor was not storing the binary data passed to it. When LoadProgram called LoadBinary and created a HIPOCProgram with the returned vector, the temporary vector would go out of scope, but COMGR still needed to access the binary data later, causing a use-after-free. - The fix ensures that the HIPOCProgramImpl object owns the binary data for its entire lifetime - Both constructors now consistently store the binary data in the `binary` member variable (std::vector) - The uint8_t constructor converts the data to char format using iterator range construction - This prevents the use-after-free that occurred when COMGR tried to access freed memory ## Test Plan Test output before change: ``` HSA_XNACK=1 ASAN_OPTIONS=symbolize=1 ./build/ml-libs/MIOpen/build/bin/miopen_gtest --gtest_filter="*CPU_Dump_NAN_FP32*" PRNG seed: 12345678 Note: Google Test filter = *CPU_Dump_NAN_FP32* [==========] Running 1 test from 1 test suite. [----------] Global test environment set-up. [----------] 1 test from CPU_Dump_NAN_FP32 [ RUN ] CPU_Dump_NAN_FP32.testDump ================================================================= ==3639==ERROR: AddressSanitizer: heap-use-after-free on address 0x7e0f08c50200 at pc 0x7f5f8d7a6554 bp 0x7ffcb7c4a730 sp 0x7ffcb7c49ee8 READ of size 26088 at 0x7e0f08c50200 thread T0 #0 0x7f5f8d7a6553 in memcpy /data/nhanna/repos/TheRock/compiler/amd-llvm/compiler-rt/lib/asan/../sanitizer_common/sanitizer_common_interceptors_memintrinsics.inc:117:5 ROCm#1 0x7f5f23d61d78 in COMGR::setCStr(char*&, llvm::StringRef, unsigned long*) /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:216:9 ROCm#2 0x7f5f23d61d78 in COMGR::DataObject::setData(llvm::StringRef) /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:334:17 ROCm#3 0x7f5f23d61d78 in amd_comgr_set_data /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:606:24 ROCm#4 0x7f5f221dc1d3 in amd::Comgr::set_data(amd_comgr_data_s, unsigned long, char const*) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/rocclr/device/comgrctx.hpp:252:12 ROCm#5 0x7f5f221dc1d3 in amd::device::Program::getSymbolsFromCodeObj(std::vector<std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::allocator<std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>>>*, amd_comgr_symbol_type_s) const /data/nhanna/repos/TheRock/rocm-systems/projects/clr/rocclr/device/devprogram.cpp:2061:14 ROCm#6 0x7f5f219e6f7c in hip::DynCO::populateDynGlobalVars() /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_code_object.cpp:216:22 ROCm#7 0x7f5f219e8e6a in hip::DynCO::getDynFunc(ihipModuleSymbol_t**, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_code_object.cpp:125:22 ROCm#8 0x7f5f21f842ba in hip::PlatformState::GetDynFunc(ihipModuleSymbol_t**, ihipModule_t*, char const*) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_platform.cpp:884:22 ROCm#9 0x7f5f21ec2d71 in hip::hipModuleGetFunction(ihipModuleSymbol_t**, ihipModule_t*, char const*) /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_module.cpp:89:47 ROCm#10 0x7f5f2212c588 in hipModuleGetFunction /data/nhanna/repos/TheRock/rocm-systems/projects/clr/hipamd/src/hip_table_interface.cpp:1926:10 ROCm#11 0x7f5f7478d806 in miopen::HIPOCKernel::HIPOCKernel(miopen::HIPOCProgram, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::vector<unsigned long, std::allocator<unsigned long>>, std::vector<unsigned long, std::allocator<unsigned long>>) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/include/miopen/hipoc_kernel.hpp:225:25 ROCm#12 0x7f5f766febb7 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:161:18 ROCm#13 0x7f5f76b6f0e4 in miopen::Handle::AddKernel(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:450:34 ROCm#14 0x7f5f7411b52f in miopen::checkNumericsImpl(miopen::Handle const&, int, miopen::TensorDescriptor const&, void const*, bool) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/check_numerics.cpp:107:12 ROCm#15 0x55e87c72ebee in void testDumpWithNan<float>(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:130:8 ROCm#16 0x55e87c72d4e8 in CPU_Dump_NAN_FP32_testDump_Test::TestBody() /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:157:37 ROCm#17 0x55e87ef19d5e in void testing::internal::HandleSehExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 ROCm#18 0x55e87ef19d5e in void testing::internal::HandleExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 ROCm#19 0x55e87ef04cdd in testing::Test::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2728:50 ROCm#20 0x55e87ef04cdd in testing::Test::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2718:6 ROCm#21 0x55e87ef04e64 in testing::TestInfo::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2874:14 ROCm#22 0x55e87ef0500e in testing::TestSuite::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:3052:33 ROCm#23 0x55e87ef0500e in testing::TestSuite::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:3006:6 ROCm#24 0x55e87ef0d20b in testing::internal::UnitTestImpl::RunAllTests() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:6004:47 ROCm#25 0x55e87ef1a1de in bool testing::internal::HandleSehExceptionsInMethodIfSupported<testing::internal::UnitTestImpl, bool>(testing::internal::UnitTestImpl*, bool (testing::internal::UnitTestImpl::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 ROCm#26 0x55e87ef1a1de in bool testing::internal::HandleExceptionsInMethodIfSupported<testing::internal::UnitTestImpl, bool>(testing::internal::UnitTestImpl*, bool (testing::internal::UnitTestImpl::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 ROCm#27 0x55e87ef051b5 in testing::UnitTest::Run() /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:5583:55 ROCm#28 0x55e87eee3f9b in RUN_ALL_TESTS() /data/nhanna/repos/TheRock/build/third-party/googletest/dist/include/gtest/gtest.h:2334:73 ROCm#29 0x55e87eee3f9b in main /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/main_hip.cpp:34:12 ROCm#30 0x7f5f20a587e4 in __libc_start_main (/lib64/libc.so.6+0x3a7e4) (BuildId: 889235a2805b8308b2d0274921bbe1890e9a1986) ROCm#31 0x55e87b0bcf2d in _start (/data/nhanna/repos/TheRock/build/ml-libs/MIOpen/build/bin/miopen_gtest+0x126bf2d) 0x7e0f08c50200 is located 0 bytes inside of 26088-byte region [0x7e0f08c50200,0x7e0f08c567e8) freed by thread T0 here: #0 0x7f5f8d7b8ba2 in operator delete(void*, unsigned long) /data/nhanna/repos/TheRock/compiler/amd-llvm/compiler-rt/lib/asan/asan_new_delete.cpp:190:3 ROCm#1 0x7f5f76b7317d in std::__new_allocator<char>::deallocate(char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/new_allocator.h:172:2 ROCm#2 0x7f5f76b7317d in std::allocator<char>::deallocate(char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/allocator.h:210:25 ROCm#3 0x7f5f76b7317d in std::allocator_traits<std::allocator<char>>::deallocate(std::allocator<char>&, char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/alloc_traits.h:517:13 ROCm#4 0x7f5f76b7317d in std::_Vector_base<char, std::allocator<char>>::_M_deallocate(char*, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:390:4 ROCm#5 0x7f5f76b7317d in std::_Vector_base<char, std::allocator<char>>::~_Vector_base() /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:369:2 ROCm#6 0x7f5f76b7317d in std::vector<char, std::allocator<char>>::~vector() /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:738:7 ROCm#7 0x7f5f76b7317d in miopen::Handle::LoadProgram(std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, bool) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:633:5 ROCm#8 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*)::'lambda'()::operator()() const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:143:30 ROCm#9 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:124:26 ROCm#10 0x7f5f76b6f0e4 in miopen::Handle::AddKernel(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:450:34 ROCm#11 0x7f5f7411b52f in miopen::checkNumericsImpl(miopen::Handle const&, int, miopen::TensorDescriptor const&, void const*, bool) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/check_numerics.cpp:107:12 ROCm#12 0x55e87c72ebee in void testDumpWithNan<float>(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:130:8 ROCm#13 0x55e87c72d4e8 in CPU_Dump_NAN_FP32_testDump_Test::TestBody() /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:157:37 ROCm#14 0x55e87ef19d5e in void testing::internal::HandleSehExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 ROCm#15 0x55e87ef19d5e in void testing::internal::HandleExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 previously allocated by thread T0 here: #0 0x7f5f8d7b7f9d in operator new(unsigned long) /data/nhanna/repos/TheRock/compiler/amd-llvm/compiler-rt/lib/asan/asan_new_delete.cpp:109:35 ROCm#1 0x7f5f76b720a5 in std::__new_allocator<char>::allocate(unsigned long, void const*) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/new_allocator.h:151:27 ROCm#2 0x7f5f76b720a5 in std::allocator<char>::allocate(unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/allocator.h:198:32 ROCm#3 0x7f5f76b720a5 in std::allocator_traits<std::allocator<char>>::allocate(std::allocator<char>&, unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/alloc_traits.h:482:20 ROCm#4 0x7f5f76b720a5 in std::_Vector_base<char, std::allocator<char>>::_M_allocate(unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:381:20 ROCm#5 0x7f5f76b720a5 in std::_Vector_base<char, std::allocator<char>>::_M_create_storage(unsigned long) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:398:33 ROCm#6 0x7f5f76b720a5 in std::_Vector_base<char, std::allocator<char>>::_Vector_base(unsigned long, std::allocator<char> const&) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:335:9 ROCm#7 0x7f5f76b720a5 in std::vector<char, std::allocator<char>>::vector(std::vector<char, std::allocator<char>> const&) /opt/rh/gcc-toolset-13/root/usr/lib/gcc/x86_64-redhat-linux/13/../../../../include/c++/13/bits/stl_vector.h:602:9 ROCm#8 0x7f5f76b720a5 in miopen::Handle::LoadProgram(std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, bool) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:623:27 ROCm#9 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*)::'lambda'()::operator()() const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:143:30 ROCm#10 0x7f5f766fda82 in miopen::KernelCache::AddKernel(miopen::Handle const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, miopen::HIPOCProgram*) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/kernel_cache.cpp:124:26 ROCm#11 0x7f5f76b6f0e4 in miopen::Handle::AddKernel(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::filesystem::__cxx11::path const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::vector<unsigned long, std::allocator<unsigned long>> const&, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, unsigned long, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) const /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/hip/handlehip.cpp:450:34 ROCm#12 0x7f5f7411b52f in miopen::checkNumericsImpl(miopen::Handle const&, int, miopen::TensorDescriptor const&, void const*, bool) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/src/check_numerics.cpp:107:12 ROCm#13 0x55e87c72ebee in void testDumpWithNan<float>(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&) /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:130:8 ROCm#14 0x55e87c72d4e8 in CPU_Dump_NAN_FP32_testDump_Test::TestBody() /data/nhanna/repos/TheRock/rocm-libraries/projects/miopen/test/gtest/dumpTensorTest.cpp:157:37 ROCm#15 0x55e87ef19d5e in void testing::internal::HandleSehExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2653:27 ROCm#16 0x55e87ef19d5e in void testing::internal::HandleExceptionsInMethodIfSupported<testing::Test, void>(testing::Test*, void (testing::Test::*)(), char const*) /data/nhanna/repos/TheRock/build/third-party/googletest/source/googletest/src/gtest.cc:2689:52 SUMMARY: AddressSanitizer: heap-use-after-free /data/nhanna/repos/TheRock/compiler/amd-llvm/amd/comgr/src/comgr.cpp:216:9 in COMGR::setCStr(char*&, llvm::StringRef, unsigned long*) Shadow bytes around the buggy address: 0x7e0f08c4ff80: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50000: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50080: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50100: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa 0x7e0f08c50180: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa =>0x7e0f08c50200:[fd]fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50280: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50300: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50380: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50400: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd 0x7e0f08c50480: fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd fd Shadow byte legend (one shadow byte represents 8 application bytes): Addressable: 00 Partially addressable: 01 02 03 04 05 06 07 Heap left redzone: fa Freed heap region: fd Stack left redzone: f1 Stack mid redzone: f2 Stack right redzone: f3 Stack after return: f5 Stack use after scope: f8 Global redzone: f9 Global init order: f6 Poisoned by user: f7 Container overflow: fc Array cookie: ac Intra object redzone: bb ASan internal: fe Left alloca redzone: ca Right alloca redzone: cb ==3639==ABORTING ``` ## Test Result Test output after change: ``` HSA_XNACK=1 ASAN_OPTIONS=symbolize=1 ./build/ml-libs/MIOpen/build/bin/miopen_gtest --gtest_filter="*CPU_Dump_NAN_FP32*" PRNG seed: 12345678 Note: Google Test filter = *CPU_Dump_NAN_FP32* [==========] Running 1 test from 1 test suite. [----------] Global test environment set-up. [----------] 1 test from CPU_Dump_NAN_FP32 [ RUN ] CPU_Dump_NAN_FP32.testDump [ OK ] CPU_Dump_NAN_FP32.testDump (51 ms) [----------] 1 test from CPU_Dump_NAN_FP32 (51 ms total) [----------] Global test environment tear-down [==========] 1 test from 1 test suite ran. (52 ms total) [ PASSED ] 1 test. ``` ## Cline Analysis ### Test Coverage Analysis: __1. LoadProgram Code Path (std::vector constructor):__ - __Primary Test__: `rocm-libraries/projects/miopen/test/gtest/db_sync.cpp` - __Function__: `BuildKernel()` calls `handle.LoadProgram(program_file, program_args, "")` - __Coverage__: This test extensively exercises the LoadProgram → LoadBinary → HIPOCProgramImpl constructor path - __Scope__: Tests multiple GPU architectures (gfx908, gfx90a, gfx942, gfx1030) with different CU counts - __Frequency__: Runs on thousands of kernel configurations in the database sync tests __2. Solution Binary Serialization (std::vector usage):__ - __Primary Test__: `rocm-libraries/projects/miopen/test/gtest/find_2_conv.cpp` - __Function__: `miopenSaveSolution()` and `miopenLoadSolution()` with `std::vector<char> solution_binary` - __Coverage__: Tests the save/load cycle of solution binaries - __Scope__: Tests all convolution directions (Forward, BackwardData, BackwardWeights) __3. Additional Coverage:__ - __Cache Tests__: `rocm-libraries/projects/miopen/test/gtest/cache.cpp` tests compression/decompression with `std::vector<char>` - __Dropout Tests__: Uses `std::vector<unsigned char>` for reserve space (related pattern) __Test Quality Assessment:__ ✅ __Both constructors are well-tested__: - The `std::vector<char>` constructor is heavily exercised through database sync tests - The `std::vector<uint8_t>` constructor would be tested through any code paths that use uint8_t binary data ✅ __Real-world scenarios covered__: - Database synchronization (production kernel loading) - Solution serialization (runtime binary handling) - Multi-threaded execution (db_sync uses up to 32 threads) ✅ __Comprehensive architecture coverage__: - Tests run on multiple GPU architectures - Different compute unit configurations tested __Confidence Level__: Very High ### Performance Analysis: Regarding the performance impact of this fix, it's actually quite minimal and represents good engineering practice: __Memory Impact:__ - __Additional Memory Usage__: Each HIPOCProgramImpl object now stores a copy of the binary data in its `binary` member variable - __Typical Size__: GPU code objects are usually relatively small (typically a few KB to a few MB depending on kernel complexity) - __Lifetime__: The memory is only held for the lifetime of the HIPOCProgram object, which is typically short-lived during kernel loading __Performance Characteristics:__ - __One-time Copy Cost__: There's a single memory copy operation during construction (std::vector copy or iterator range construction) - __No Runtime Overhead__: Once constructed, there's no additional performance cost during kernel execution - __Memory Safety Benefit__: Eliminates potential crashes and undefined behavior, which far outweighs the small memory cost __Context in MIOpen:__ - This occurs during the kernel loading phase, not during actual ML inference/training - Kernel loading is already an expensive operation involving compilation, module creation, etc. - The additional memory copy is negligible compared to the overall kernel loading time __Trade-off Analysis:__ - __Cost__: Small increase in memory usage during kernel loading - __Benefit__: Eliminates memory safety bugs that could cause crashes or data corruption - __Net Result__: Significantly positive - reliability and correctness are much more valuable than the minimal memory overhead In practice, this fix follows the RAII (Resource Acquisition Is Initialization) principle and ensures proper ownership semantics, which is standard best practice in modern C++. The performance impact should be unnoticeable in real-world usage.
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* 1024 vgpr v1: 1. remove macros (some are not tested. e.g. v_magic_div) 2. remove alignment since there is no cross 256 vgpr restriction (e.g. v[252:259] is legal) 3. refactor some design in rocIsa 4. enable lds offset > 65536 for f64 mac kernel 5. refine label undefind msb --------- Co-authored-by: boringmorning <huangchen1999@gmail.com>
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* 1024 vgpr v1: 1. remove macros (some are not tested. e.g. v_magic_div) 2. remove alignment since there is no cross 256 vgpr restriction (e.g. v[252:259] is legal) 3. refactor some design in rocIsa 4. enable lds offset > 65536 for f64 mac kernel 5. refine label undefind msb --------- Co-authored-by: boringmorning <huangchen1999@gmail.com>
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…zes (ROCm#21) * Add scale padding * Add tests * Remove redundant pre-swizzle path * Remove code from conflict * Fix reverted mxdatagen path for tensile tests * Add diverse test cases for scale padding in MXScalePadding_test and subtile.yaml - Expanded test cases to include non-multiple-of-32, even non-multiple-of-16, and odd dimensions.
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…zes (ROCm#21) * Add scale padding * Add tests * Remove redundant pre-swizzle path * Remove code from conflict * Fix reverted mxdatagen path for tensile tests * Add diverse test cases for scale padding in MXScalePadding_test and subtile.yaml - Expanded test cases to include non-multiple-of-32, even non-multiple-of-16, and odd dimensions.
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* 1024 vgpr v1: 1. remove macros (some are not tested. e.g. v_magic_div) 2. remove alignment since there is no cross 256 vgpr restriction (e.g. v[252:259] is legal) 3. refactor some design in rocIsa 4. enable lds offset > 65536 for f64 mac kernel 5. refine label undefind msb --------- Co-authored-by: boringmorning <huangchen1999@gmail.com>
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* 1024 vgpr v1: 1. remove macros (some are not tested. e.g. v_magic_div) 2. remove alignment since there is no cross 256 vgpr restriction (e.g. v[252:259] is legal) 3. refactor some design in rocIsa 4. enable lds offset > 65536 for f64 mac kernel 5. refine label undefind msb --------- Co-authored-by: boringmorning <huangchen1999@gmail.com>
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# Add gfx950 MXFP4 Subtile-based kernel implementation ## Summary This PR is a follow-up to #6499 ([hipblaslt] Add support for gfx950 mxfp4) and adds the **Subtile-based kernel implementation (`UseSubtileImpl=1`)** for hipBLASLt on **gfx950**. It introduces a new tile-decomposed code generation path optimized for **MXFP4** and **BF16** GEMMs, plus the solution-selection plumbing, validation, Origami logic yamls, and unit tests needed to make it production-usable. ## Motivation PR #6499 brought MX data type support online for gfx950, but the existing TensileLite codegen path leaves significant performance on the table for MXFP4-heavy workloads. The Subtile path restructures global-read / local-read / MFMA / store scheduling at a finer granularity, which **greatly improves MXFP4 GEMM performance when using `HIPBLASLT_MATMUL_MATRIX_SCALE_BLK32_UE8M0_32_8_EXT`** (added to the hipBLASLt CHANGELOG). ## What's included ### 1. New Subtile-based kernel components (Tensile) New modules under `projects/hipblaslt/tensilelite/Tensile/Components/`: * `SubtileBasedKernel.py` (~1850 LOC) — entry point and orchestration of the subtile codegen path; replaces large portions of the standard prefetch / unroll / store flow when `UseSubtileImpl=1`. * `SubtileBasedLogicalScheduler.py` (~2415 LOC) — logical scheduler that builds the subtile-grained instruction graph (GR loads, LR offsets, MFMA tiles, scale loads, stores) from kernel parameters. * `SubtileBasedInstructionScheduler.py` (~433 LOC) — converts the logical schedule to an emit order respecting wave / register / hazard constraints. * `SubtileBasedInstructionEmitter.py` (~216 LOC) — instruction emission helpers shared by the subtile components. ### 2. Kernel writer / common changes * **`KernelWriter.py`**, **`KernelWriterAssembly.py`**: integration points for the subtile path — prefetch, GR offset calculation, LR offset calculation, post-loop, MFMA macro accounting, optimized `storeD`, LDS buffer swap, MX FP4 scale emit, `SrdMXSA/B+2` handling, sgpr allocation / overflow guards, computeLoadSrd fix. * **`SolutionStructs/Solution.py`**, **`SolutionStructs/Problem.py`**: introduces the `UseSubtileImpl` parameter, MX-related reject conditions for non-Subtile paths on gfx950, and additional valid GEMM type combinations for MX inputs. * **`Common/ValidParameters.py`**, **`Common/RequiredParameters.py`**, **`Common/GlobalParameters.py`**: `UseSubtileImpl` registration and defaults. * **`Components/StreamK.py`**: subtile-aware StreamK fixup (incl. import union with the `BufferLoadB32` cache-coherence change from #6837). * **`Components/GlobalWriteBatch.py`**: optimized global write batching for the subtile path (~670 LOC of changes). * **`Components/ComputeStoreVgprs.py`**, **`Components/LSU.py`**, **`Components/WorkGroupMappingAlgos.py`**, **`AsmStoreState.py`**, **`KernelWriterModules.py`**: minor adjustments needed by the subtile pipeline. ### 3. rocisa / host / client * **`rocisa/rocisa/include/container.hpp`**: helpers needed by the new emitter. * **`tensile_host.cpp`**, **`include/Tensile/TensorDescriptor.hpp`**: small fixups for the subtile path and gfx950 build. * **`client/include/DataInitialization.hpp`**, **`client/src/DataInitialization.cpp`**, **`client/src/Reference.cpp`**, **`client/src/ReferenceValidator.cpp`**, **`client/include/TypedId.hpp`**: MX scale init and reference paths used by the new tests. * **`clients/common/include/testing_matmul.hpp`**, **`clients/common/include/norm.hpp`**, **`clients/common/include/hipblaslt_datatype2string.hpp`**, **`clients/common/src/mxDataGen.cpp`**: wiring for batched (>1) testing and MX init. ### 4. Origami / solution selection (gfx950 MXFP4) New auto-tuned logic yamls under `projects/hipblaslt/library/.../Tensile/Logic/asm_full/gfx950/gfx950/Origami/` covering the FP4 SS / HS / BS variants in three layouts: * `Origami/` (default) * `Origami/Origami_nta4/` (no-transpose-A FP4) * `Origami/Origami_ntb4/` (no-transpose-B FP4) (9 new `gfx950_Cijk_Alik_Bljk_F4{SS,HS,BS}_MXA32_MXB32_*_UserArgs.yaml` files in total.) ### 5. New tests **End-to-end gfx950 GEMM yamls** in `Tensile/Tests/common/gemm/gfx950/`: * `subtile_bf16.yaml`, `subtile_mxfp4.yaml` * `mx32f4_tn.yaml`, `mx32f8_tn.yaml` * `mxfp4_mxfp4_{fp32,bf16}_tn_act{,_groupgemm}.yaml` * `mxfp4_fp8_{fp32,bf16}_tn_act{,_groupgemm}.yaml` * `fp8_mxfp4_{fp32,bf16}_tn_act{,_groupgemm}.yaml` **StreamK + MX:** `Tensile/Tests/common/streamk/sk_mx32f4_quick.yaml`, `sk_mx32f8_quick.yaml`. **New unit tests** (`Tensile/Tests/unit/`): * `test_SubtileBasedLogicalScheduler.py` (~1735 LOC) * `test_SubtileBasedSchedulerRef.py` (~596 LOC) * `test_gr_lr_roundtrip.py` (~571 LOC) * `test_storeD_roundtrip.py` (~2420 LOC) * `test_graTileAssignment.py` (~354 LOC) * `test_lraTileAssignment.py` (~360 LOC) * `conftest.py`, `gpu_test_helpers.py` shared fixtures (~601 LOC) **New gtest:** `tensilelite/tests/MXScalePadding_test.cpp`. ### 6. Misc / hardening * Reject conditions: gfx950 MX + non-Subtile, DepthU constraints, GroupGEMM not yet supported with StreamK + MX, AssertSummationElementMultiple=256 for subtile MXFP4, missing-mxblock check for non-MX types. * Skip rocRoller for FP4-A/FP4-B with pre-swizzled scale layout (#42). * `forceDenorm=False` in `generateMXInput` (#11). * Several rebase fixes, copyright/year header updates, and review-comment fixes to `KernelWriter` / `KernelWriterAssembly`. ### 7. CHANGELOG Greatly improved MXFP4 GEMM performance when using HIPBLASLT_MATMUL_MATRIX_SCALE_BLK32_UE8M0_32_8_EXT ## How to use Set `UseSubtileImpl: 1` on a gfx950 MX-FP4 solution (see the new `subtile_mxfp4.yaml` / `mx32f4_tn.yaml` for canonical configs). The path is opt-in — non-MX and non-gfx950 kernels are unaffected. ## Backwards compatibility / risk * All new behavior is gated on `UseSubtileImpl=1` and gfx950. Existing solutions on other architectures or non-MX paths are unchanged. * `GroupGEMM + StreamK + MX` is intentionally rejected for now (TODO). * New Origami yamls only add solutions; nothing existing is modified. ## Test plan * New gtests + unit tests run automatically in CI (Tensilelite Python unit suite, `MXDataGen_test`, `MXScalePadding_test`). * New end-to-end gfx950 GEMM and StreamK yamls are added to the common test buckets. * Manual: run the gfx950 MXFP4 subtile suites (`pytest -k gfx950` after building Tensile, plus `tensilelite-client --yaml subtile_mxfp4.yaml` for sanity). ## Notes for reviewers * This branch was rebased onto current `develop` (post-#6499) by skipping the `users/nakajee/gfx950_mx_rebase_merge` history (which #6499 squash-merged) and replaying only the subtile-specific work as a single squashed commit. The actual code changes in this PR are limited to the files listed above (24 added, 56 modified; ~+170k / −2.6k including generated logic yamls). * The largest reviewable diffs are: * `Tensile/Components/SubtileBased{Kernel,LogicalScheduler,InstructionScheduler,InstructionEmitter}.py` (new files) * `Tensile/KernelWriter.py`, `Tensile/KernelWriterAssembly.py` * `Tensile/SolutionStructs/{Problem,Solution}.py` * `Tensile/Components/{GlobalWriteBatch,StreamK}.py` * `clients/common/include/testing_matmul.hpp` * `client/src/DataInitialization.cpp` * Description of all commits that were squashed for this feature branch: Subtile implementation for gfx950 MX FP4 --- 272f88d: Add sample subtile impl --- Author: brianshi <brianshi@amd.com> --- 60ecede: GR Offset calculation (#1) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- be69c1d: Enable post-loop code generation, and add some subroutines --- Author: b-shi <brianshi@amd.com> --- 646d102: LR offset calculation (#2) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- 71f4bca: Add GR load emit logic, and misc fixes (#3) --- Author: b-shi <brianshi@amd.com> --- 1fd0db9: Emit LR + init ACCVGPR (#4) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- 9d406b9: Add loop and ptr update code --- Author: b-shi <brianshi@amd.com> --- b6127bc: Update GR/LR offset calculation to fully support 2x2, 1x4, 4x1 waveConfigs (#7) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- 89ec87c: Account for valuC macro value in SK WS store code --- Author: b-shi <brianshi@amd.com> --- 6edf53d: Rebase fix --- Author: b-shi <brianshi@amd.com> --- 34e79fc: Enable fp4 (#8) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- d5a5c57: [Tensilelite] Add MX FP4 scale offset computation for subtile-based kernel (#6) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> --- 7a8a85a: Add lds buffer swap logic --- Author: b-shi <brianshi@amd.com> --- d24a8fe: Add optimized storeD code (#9) --- Author: b-shi <brianshi@amd.com> --- a45c20c: Fix MX scale tensor initialization: set forceDenorm=false in generateMXInput (#11) --- Author: T.J. Alumbaugh <T.J.Alumbaugh@amd.com> --- f945268: [Tensilelite] Enable the MX FP4 scale emit code in the subtile-based kernel (#10) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> --- cf37df4: Use fixed value for SrdMXSA/B+2 (#14) --- Author: Koji Nakajima <75698246+nakajee@users.noreply.github.com> --- f0c8dbc: Merge subtile_mx_f4_schedule to subtile_mx branch (#16) --- Author: b-shi <brianshi@amd.com> --- 543796f: Enable DU > 256, and reduce sgpr allocation (#18) --- Author: b-shi <brianshi@amd.com> --- c65bdb0: Add missing mxblock check for non-mx data types --- Author: b-shi <brianshi@amd.com> --- d64d226: Introduce UseSubtileImpl parameter (#20) --- Author: b-shi <brianshi@amd.com> Squash commits 20-35 from subtile_mx branch --- e4780da: Enable FixSrd2 for A/B (#23) --- Author: b-shi <brianshi@amd.com> * Enable FixSrd2 for A/B * Address comments from PR --------- --- e4c64a7: Add nt libs --- Author: b-shi <brianshi@amd.com> --- cd13ec1: [Tensilelite] Pad MX scale tensor dimensions for unaligned problem sizes (#21) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> * Add scale padding * Add tests * Remove redundant pre-swizzle path * Remove code from conflict * Fix reverted mxdatagen path for tensile tests * Add diverse test cases for scale padding in MXScalePadding_test and subtile.yaml - Expanded test cases to include non-multiple-of-32, even non-multiple-of-16, and odd dimensions. --- d87938f: Split subtile.yaml into subtile_bf16.yaml and subtile_mxfp4.yaml (#22) --- Author: James Newling <james.newling@gmail.com> Replace the 'monolithic' subtile.yaml with two focused test files. All original test coverage is preserved. Two new FP4 groups added. BF16 coverage (subtile_bf16.yaml, tests are essentially unchanged): # | Description | Dest | MIs | PGR | DU | SK | Sizes --+--------------------+------+-----+-----+---------+-----+------ 0 | BF16 TN main | b | 19 | 0 | 64 | 0,3 | 11 1 | BF16 TN large DU | b | 4 | 0 | 128,192 | 0,3 | 7 2 | BSS (f32 output) | s | 6 | 0 | 64 | 0,3 | 9 3 | BF16 bias | b | 2 | 0 | 64 | 0 | 1 FP4 coverage (subtile_mxfp4.yaml): # | Description | Dest | MIs | PGR | DU | SK | Sizes | Status --+--------------------+------+-----+-----+-----+-----+-------+-------- 0 | FP4 TN main | b | 15 | 0 | 256 | 0,3 | 23 | from original 1 | FP4 TN large DU | b | 4 | 0 | 512 | 0,3 | 13 | from original 2 | F4SS (f32 output) | s | 5 | 0 | 256 | 0,3 | 13 | from original 3 | FP4 bias | b | 2 | 0 | 256 | 0 | 1 | from original 4 | FP4 PGR=2 | b | 13 | 2 | 256 | 0 | 5 | new 5 | FP4 expanded MIWT | b | 24 | 0 | 256 | 0 | 5 | new 6 | PGR=2 WG 4x1/1x4 | | 6 | 2 | 256 | 0 | 1 | known failures (commented) Run times on gfx950 (8x MI350X): File | NEV=-1 | NEV=0 -------------------+--------+------ subtile_bf16.yaml | 23s | 23s subtile_mxfp4.yaml | 37s | 40s Where NEV is number of elements to validate. I (James) have checked these numbers, and weirdly it is true that NEV=0 is a bit faster than NEV=-1 for mxfp4. --- af04f0d: Dependency based instruction scheduling (#19) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Revert to single partition * Start using dependencies * as is * start using separate EmittedModules * remove reduntant wait * Add _extractPathsFromBeforeDeps * Continue simplification * Simplifying * Add more rules * cleanup * Add fp4 test * fix test * Add tests * Remove after field on emittedmodule * Refactoring instructionSchedule * Add comments * cleanup modules vs ops * Refactoring print functions * Test cleanup * Add more tests * Replace subgroup by partition * Remove unused unroll param * Add high level notes * Simplify NLL and NGLL GR removal * Add some comments * Force instruction insertion if no slots available * Fix test after rebase * Move scale before A/B and track inflight count * Fine-grain vmcnt calculation * Separate counts for scaleA and B * Avoid using m0 update and buffer_lod on same MFMA slot to avoid scalar instruction serialization * Fix test * Add vmcnt test * Fix duplicated loads for 1x4 and 4x1 * Fix placement in reverse order * Fix regression on PGR0 * add fallback to numMFMA=1 --- 3ec902b: Add some 1x4 and 4x1 origami solutions --- Author: b-shi <brianshi@amd.com> --- c5000d3: Fix typo --- Author: b-shi <brianshi@amd.com> --- 226ed84: [hipblaslt] Refactor Srd2 calculation for useFixedSrd2 (#30) --- Author: Koji Nakajima <75698246+nakajee@users.noreply.github.com> --- abf19d4: [Tensilelite] UseSubtileImpl: subtile-aligned edge check for store path (#29) --- Author: b-shi <brianshi@amd.com> * [Tensilelite] UseSubtileImpl: subtile-aligned edge check, OOB guard, and refactoring - Replace Size%MT edge check with subtile-aligned check: NonEdge paired store when trailing rows/cols are a multiple of the subtile block size (waveGroupM rows for M, 16 cols for N). Non-last workgroups always take NonEdge. - Add per-wave OOB guard (subtileM32ValidBlocksSgpr / subtileN16ValidBlocksSgpr) to skip stores outside valid M/N tile bounds in the NonEdge path. - Refactor duplicated OOB guard into _emitSubtileOobGuard helper; refactor M/N guard SGPR computation into _emitSubtileMGuard / _emitSubtileNGuard. - Fix orphan scalar store blockIdxM (was tt0, now (tt0*MatrixInstM)//mBlockSize). - Add quick-exit and edge/non-edge header comments to generated ASM. * Add some bias tests, combine M/N guard to single routine * Add OOB check for C loads, update storeD unit tests to check OOB, simplify quick exit checks * Address more PR comments: add M group skip, and skip to store end. simplified loadC OOB mask --------- --- 637881a: Fix unit tests & remove legacy code for subtile interleaving (#33) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Fix gr_lr_roundtrip test * Use non-interleaved version as ref code * Fix scheduler test * Removed legacy interleaved mode for LR/GR offset calculation --- e9cb889: Fix MX FP4 scale buffer allocation and initialization for batched GEMM (#25) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> * Fix bacth count issue * Add batch count tests * Fix bacth count issue * Address PR review: clarify FP4-specific byte stride and add non-aligned batched tests - Updated comments on dataBatchBytes computation to clarify FP4 packing assumption (2 elements/byte) and flag that non-FP4 block-scaling types would require updating this conversion. - Added batched test cases with non-multiple-of-32 M/N dimensions: FP4 DU=256: [48,48,2] and [33,65,2] FP4 DU=512: [63,63,2] BF16: [50,100,2] --------- --- a43247b: Update some test yamls (#31) --- Author: b-shi <brianshi@amd.com> --- e2f69c8: Add f4bs origami library with activation function support. Refactor sgpr allocation to reduce sgpr usage in post loop. Store code-path reorganization (#32) --- Author: b-shi <brianshi@amd.com> * Free swap/localwritebase sgprs before post-loop * Defer sgpr allocation to remove holds in sgpr pool. Add Origami library logic files for Cijk_Alik_Bljk_F4BS_MXA32_MXB32 (base, nta4, ntb4 variants). * Remove uneeded alignment and comment * Add more epilogue tests * Remove older origami library for f4bs * Reorder post-loop code blocks to after persistant loop Misc fixes * Fix build issues, relax longjump sgpr requirements * Fix GSU0 branch logic --------- --- 3f034bf: Add F4HS and F4SS Origami library logic for FP4→F16 and FP4→F32 GEMM (#35) --- Author: Majedul Sujon <85503863+msujon-AMD@users.noreply.github.com> * Add F4HS and F4SS Origami library logic for FP4→F16 and FP4→F32 GEMM - Add 6 new yaml files (F4HS, F4SS) across Origami, Origami_nta4, Origami_ntb4 - Update F4BS yaml files: AssertSummationElementMultiple 32→256 for K%256 enforcement - Add ("F4", "F4", "H", "S") to _validGEMMTypes and _HPATypes in Problem.py * Add F4HS test cases to subtile_mxfp4.yaml Add two new benchmark problem blocks for FP4→F16 (F4HS): - No-bias block: same wavetile and problem size coverage as F4SS - Bias epilogue block: BiasDataTypeList [s, h], relu/none activations * Add F4HS (FP4->Half) type support to Tensile client Add TypedGemm_F4_H_S typedef and corresponding reference CPU solver case so F4HS (FP4 input, Float16 output, Float compute) problems can be validated by the benchmark client. --------- --- d0bc8fd: Rewrite subtile-based scheduler. Fix DU>64 & enable very large MT (#36) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Initial support for DU>256 * Renaming * add option to do DU=512 in the tests * blocked K-major for scale * Change scaleSet swap logic * Update print functions * Put scales after values for avoid race conditions * Fix tests * more test * tweak printschedule display * Add PGR2 in the yaml tests * Add new scaleGROp * comment out failing tests * Revert "comment out failing tests" This reverts commit 1f5802c. * Draft new logical scheduler * Refactoring * Add more test on step1 * Add more tests on step1 * add bf16 320x320 test * reduce step1 code * Simplify step1 logic * validate some step1 test * Fix partition 2x2 test * more step1 test * 320x320 BF16 test * Add test DU512 + partition2x2 * Simplify step1 code * Add step2 tests * Fix multi-partition step2 * Add step2 du512, 2x2 partition test * Use common algo for all numPartitions * Draft for step3 tests * remove useless tests * New GR algo (draft) * [Step3] Add more test * Iteration on GR * Display ordered GR list with granularities * More test * Add some comments * Disable by default debug logs * Getting rid of step naming * Start remove AnnotatedOp (still there in group pass) * Split dependency Ops * Add todo on place_GRs pass * Valid test_annotate_deps_1x1_partition_DU256 * Test output looking better (still WIP) * single dep for LR tooo * Add remove_cross_deps pass * Fix bugs in dependency pass * insert_gr_lr_inc pass * Add group_lr_gr pass * Add emit pass * Quick port of instruction Emit code * Move emit function to separate file * Refactoring instructionEmitter * Port vgprTile tracking * Reworking second pass (WIP) * Display unrolling requirement * Unrolling check on 2nd pass * Generic validation for assign_vgpr pass * Fix unroll * Add inst schedule in standalone mode * Use lrGran for vgprTile size calculation * Fix bug in emit pass (missing depencency) * PreMFMA path + non-duplication scale load * missing globalReadLDSBufferSwap for GR_INC scales * add wairlr_sync on all LR->GR dep * add waitgr_sync op * remove_unnecessary_gr_deps * Change LR dispatch algo a bit to avoid too many waitgr_sync * Avoid duplicated loads in emitter * Fix bug on gr_emit code * GrInc pass. fix duplicated insertion for B * Fix missing LR_inc for SA/SB * preloop, NLL, NGLL * Simplify preloop * minor changes * Move unroll logic to scheduler * minor changes * Fix unroll id bug on NLL / NGLL * Disable post GRINC for now * Remove commented code * Handle 1x4, 4x1 gr read gran * Fix vmcnt computation * Use correct grCount mapping * Revert in emit logic on buffer_load for PGR0 needs * Add bf16 version in standalone test * Fix LR_Inc insertion on DU>64 * Add subIterK/Partition comment to codegen * Fix issue in GrInc placement * Remove last_mt * Fix LR MT index bug with muli-partition * Disable early LDS size check when subtileImpl is on * Add pass to remove redundant LR deps + fixed issue on dependency annotation pass * Remove more LR redundant deps * Only insert wait_lr_sync on deps * Simple algo to select partition config * Remove HC value for partitions... * Take into account all inflight GR (all tensors) * Fix tests and regressions on gr counts * Fix grCount merge calculation * Better display of dependencies * Add remove_wait_lr_sync after grouping * Add temporary non reg file * Change merge logic on GR grouping pass * Fix non necessary wait_lr_sync * Downgrade some waitlr_sync to sync + added 384x256 no reg test * non reg test 320x320 * Add larger MT * non reg test for fp4 256x256 * Moving out instructionScheduler * Remove old scheduler * Renaming scheduler * Re-work test * Add larger MT test cases * Rename non-ref test * Re-add standalone mode * Refactor DepOp * Remove dead code * Remove MFMATileSize class * Remove from_til_info * Avoid redundant tensor list creation * Remove hardcode granularities in vgrpTile allocation pass. Simplify code. * Re-enable # PGR=2 WG 4x1/1x4, K > DU tests * Remove unused GRScaleOp * DepRef renaming * Get rid of MT string representation * Remove TODO * EmmitedModule simplication * Use explicit pass dependencies * Renaming LogicalScheduler * Remove old test_InterleavingScheduler.py file * Commenting failing test for now * Remove debug logs * Disable lds padding when using UseSubtileImpl --- e8e8c09: Fix LR-GR dependency issue when DU>64 (#40) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Fix and simplify logic for remove_unnecessary_lr_deps * Add new ref tests for 128x128x(128,64) --- 4aa441a: Rebase fix --- Author: b-shi <brianshi@amd.com> --- 5ba911e: Skip rocRoller for FP4-A/FP4-B + pre-swizzled scale layout (#42) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> --- 9c74998: Rebase fix --- Author: b-shi <brianshi@amd.com> --- 842b149: Addressed review comments for KernelWriter and KernelWriterAssembly --- Author: Koji Nakajima <knakajim@amd.com> --- dce43b1: Fix computeLoadSrd issue --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- c075bbf: Fix preSolution CPU re-sync regressing subtile_mxfp4.yaml --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- ced840f: Fix computeLoadSrd issue (#43) --- Author: bnemanich <brad.nemanich@amd.com> --- bc2f6dd: Small update for gfx950 mx tests + more - enable UseSubtileImpl for all gfx950 non subtile mx tests - skip all gfx950 mxfp8 - use MXScaleFormat=1 as default - set AssertSummationElementMultiple=256 for subtile mxfp4 - fix isSwizzledSubtile in computeLoadSrd --- Author: Koji Nakajima <knakajim@amd.com> --- 5c794b7: Fix gsuasb.yaml failures --- Author: b-shi <brianshi@amd.com> --- 727f8db: tensilelite: add solution reject conditions for UseSubtileImpl=1 (#38) --- Author: Majedul Sujon <85503863+msujon-AMD@users.noreply.github.com> --- 8928fbb: Add more reject conditions for Subtile --- Author: Koji Nakajima <knakajim@amd.com> --- 6e63ab6: Fix kringshift test failures --- Author: b-shi <brianshi@amd.com> --- b3e9724: Update reject condtion for DepthU in subtile case. Plus, update DepthU setting for gfx950 mx test cases --- Author: Koji Nakajima <knakajim@amd.com> --- 5ab6009: Fix build errors --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 4a4edca: Update more mxfp4 tensilelite test cases --- Author: Koji Nakajima <knakajim@amd.com> --- bbbc553: Update change log --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 6476c04: Add more reject conditions for gfx950 subtile --- Author: Koji Nakajima <knakajim@amd.com> --- c5828c4: Updated gfx950 mxfp4 test cases - add StreamK setting - skip groupgemm tests for now (groupgemm does not support streamK) --- Author: Koji Nakajima <knakajim@amd.com> --- f1fc2f1: Fix hipblaslt build error of gfx950 --- Author: Koji Nakajima <knakajim@amd.com> --- 70cea1b: Updated subtile_mxfp4.yaml (add StreamK) --- Author: Koji Nakajima <knakajim@amd.com> --- c1c9b2a: Add uninit lsc,lsp, etc.. fields for subtile --- Author: b-shi <brianshi@amd.com> --- c0c1f72: Fixed merge error in testing_matmul.hpp --- Author: Koji Nakajima <knakajim@amd.com> --- 191e0cb: Add missed batch_count >1 changes --- Author: archana-ramalingam <Archana.Ramalingam@amd.com> --- 01c52f8: Addressed PR comments --- Author: Koji Nakajima <knakajim@amd.com> --- 4e89c91: Reduce mxfp4 test time --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 3dac20f: Prevent overflow for wgmxcc sgpr allocation --- Author: b-shi <brianshi@amd.com> --- 18dec79: Fix error with problem type --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 9e69ffd: Add a reject conditoin for gfx950 mx + non Subtile --- Author: Koji Nakajima <knakajim@amd.com> --- 0eed3ba: Add more valid GEMM types --- Author: Brad Nemanich <brad.nemanich@amd.com> --- 8b5514e: Fix missing b build error --- Author: archana-ramalingam <Archana.Ramalingam@amd.com> --- f981ff5: Fix 1250 tests --- Author: Brad Nemanich <brad.nemanich@amd.com> --- d1e69d9: Add more FP4 tests --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- e3a688f: Add MXScaleFormat: 1 to all gfx950 mx test yaml --- Author: Koji Nakajima <knakajim@amd.com> --- aaef3f5: Add DataTypeMXSA,B setting in gfx950 mxfp4 logic yaml --- Author: Koji Nakajima <knakajim@amd.com> --- 861ef8e: Add DataTypeMXSA,B setting in gfx950 mxfp4 logic yaml (nta4,ntb4) --- Author: Koji Nakajima <knakajim@amd.com> Co-authored-by: Archana Ramalingam <Archana.Ramalingam@amd.com> Co-authored-by: Brad Nemanich <Brad.Nemanich@amd.com> Co-authored-by: Brian Shi <Brian.Shi@amd.com> Co-authored-by: James Newling <James.Newling@amd.com> Co-authored-by: Koji Nakajima <Koji.Nakajima@amd.com> Co-authored-by: Majedul Sujon <Majed.Sujon@amd.com> Co-authored-by: Sebastien Vince <Sebastien.Vince@amd.com> Co-authored-by: T.J. Alumbaugh <T.J.Alumbaugh@amd.com> ## Submission Checklist - [ ] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests. --------- Co-authored-by: Archana Ramalingam <Archana.Ramalingam@amd.com> Co-authored-by: Brad Nemanich <Brad.Nemanich@amd.com> Co-authored-by: Brian Shi <Brian.Shi@amd.com> Co-authored-by: James Newling <James.Newling@amd.com> Co-authored-by: Koji Nakajima <Koji.Nakajima@amd.com> Co-authored-by: Majedul Sujon <Majed.Sujon@amd.com> Co-authored-by: Sebastien Vince <Sebastien.Vince@amd.com> Co-authored-by: T.J. Alumbaugh <T.J.Alumbaugh@amd.com>
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# Add gfx950 MXFP4 Subtile-based kernel implementation ## Summary This PR is a follow-up to #6499 ([hipblaslt] Add support for gfx950 mxfp4) and adds the **Subtile-based kernel implementation (`UseSubtileImpl=1`)** for hipBLASLt on **gfx950**. It introduces a new tile-decomposed code generation path optimized for **MXFP4** and **BF16** GEMMs, plus the solution-selection plumbing, validation, Origami logic yamls, and unit tests needed to make it production-usable. ## Motivation PR #6499 brought MX data type support online for gfx950, but the existing TensileLite codegen path leaves significant performance on the table for MXFP4-heavy workloads. The Subtile path restructures global-read / local-read / MFMA / store scheduling at a finer granularity, which **greatly improves MXFP4 GEMM performance when using `HIPBLASLT_MATMUL_MATRIX_SCALE_BLK32_UE8M0_32_8_EXT`** (added to the hipBLASLt CHANGELOG). ## What's included ### 1. New Subtile-based kernel components (Tensile) New modules under `projects/hipblaslt/tensilelite/Tensile/Components/`: * `SubtileBasedKernel.py` (~1850 LOC) — entry point and orchestration of the subtile codegen path; replaces large portions of the standard prefetch / unroll / store flow when `UseSubtileImpl=1`. * `SubtileBasedLogicalScheduler.py` (~2415 LOC) — logical scheduler that builds the subtile-grained instruction graph (GR loads, LR offsets, MFMA tiles, scale loads, stores) from kernel parameters. * `SubtileBasedInstructionScheduler.py` (~433 LOC) — converts the logical schedule to an emit order respecting wave / register / hazard constraints. * `SubtileBasedInstructionEmitter.py` (~216 LOC) — instruction emission helpers shared by the subtile components. ### 2. Kernel writer / common changes * **`KernelWriter.py`**, **`KernelWriterAssembly.py`**: integration points for the subtile path — prefetch, GR offset calculation, LR offset calculation, post-loop, MFMA macro accounting, optimized `storeD`, LDS buffer swap, MX FP4 scale emit, `SrdMXSA/B+2` handling, sgpr allocation / overflow guards, computeLoadSrd fix. * **`SolutionStructs/Solution.py`**, **`SolutionStructs/Problem.py`**: introduces the `UseSubtileImpl` parameter, MX-related reject conditions for non-Subtile paths on gfx950, and additional valid GEMM type combinations for MX inputs. * **`Common/ValidParameters.py`**, **`Common/RequiredParameters.py`**, **`Common/GlobalParameters.py`**: `UseSubtileImpl` registration and defaults. * **`Components/StreamK.py`**: subtile-aware StreamK fixup (incl. import union with the `BufferLoadB32` cache-coherence change from #6837). * **`Components/GlobalWriteBatch.py`**: optimized global write batching for the subtile path (~670 LOC of changes). * **`Components/ComputeStoreVgprs.py`**, **`Components/LSU.py`**, **`Components/WorkGroupMappingAlgos.py`**, **`AsmStoreState.py`**, **`KernelWriterModules.py`**: minor adjustments needed by the subtile pipeline. ### 3. rocisa / host / client * **`rocisa/rocisa/include/container.hpp`**: helpers needed by the new emitter. * **`tensile_host.cpp`**, **`include/Tensile/TensorDescriptor.hpp`**: small fixups for the subtile path and gfx950 build. * **`client/include/DataInitialization.hpp`**, **`client/src/DataInitialization.cpp`**, **`client/src/Reference.cpp`**, **`client/src/ReferenceValidator.cpp`**, **`client/include/TypedId.hpp`**: MX scale init and reference paths used by the new tests. * **`clients/common/include/testing_matmul.hpp`**, **`clients/common/include/norm.hpp`**, **`clients/common/include/hipblaslt_datatype2string.hpp`**, **`clients/common/src/mxDataGen.cpp`**: wiring for batched (>1) testing and MX init. ### 4. Origami / solution selection (gfx950 MXFP4) New auto-tuned logic yamls under `projects/hipblaslt/library/.../Tensile/Logic/asm_full/gfx950/gfx950/Origami/` covering the FP4 SS / HS / BS variants in three layouts: * `Origami/` (default) * `Origami/Origami_nta4/` (no-transpose-A FP4) * `Origami/Origami_ntb4/` (no-transpose-B FP4) (9 new `gfx950_Cijk_Alik_Bljk_F4{SS,HS,BS}_MXA32_MXB32_*_UserArgs.yaml` files in total.) ### 5. New tests **End-to-end gfx950 GEMM yamls** in `Tensile/Tests/common/gemm/gfx950/`: * `subtile_bf16.yaml`, `subtile_mxfp4.yaml` * `mx32f4_tn.yaml`, `mx32f8_tn.yaml` * `mxfp4_mxfp4_{fp32,bf16}_tn_act{,_groupgemm}.yaml` * `mxfp4_fp8_{fp32,bf16}_tn_act{,_groupgemm}.yaml` * `fp8_mxfp4_{fp32,bf16}_tn_act{,_groupgemm}.yaml` **StreamK + MX:** `Tensile/Tests/common/streamk/sk_mx32f4_quick.yaml`, `sk_mx32f8_quick.yaml`. **New unit tests** (`Tensile/Tests/unit/`): * `test_SubtileBasedLogicalScheduler.py` (~1735 LOC) * `test_SubtileBasedSchedulerRef.py` (~596 LOC) * `test_gr_lr_roundtrip.py` (~571 LOC) * `test_storeD_roundtrip.py` (~2420 LOC) * `test_graTileAssignment.py` (~354 LOC) * `test_lraTileAssignment.py` (~360 LOC) * `conftest.py`, `gpu_test_helpers.py` shared fixtures (~601 LOC) **New gtest:** `tensilelite/tests/MXScalePadding_test.cpp`. ### 6. Misc / hardening * Reject conditions: gfx950 MX + non-Subtile, DepthU constraints, GroupGEMM not yet supported with StreamK + MX, AssertSummationElementMultiple=256 for subtile MXFP4, missing-mxblock check for non-MX types. * Skip rocRoller for FP4-A/FP4-B with pre-swizzled scale layout (#42). * `forceDenorm=False` in `generateMXInput` (#11). * Several rebase fixes, copyright/year header updates, and review-comment fixes to `KernelWriter` / `KernelWriterAssembly`. ### 7. CHANGELOG Greatly improved MXFP4 GEMM performance when using HIPBLASLT_MATMUL_MATRIX_SCALE_BLK32_UE8M0_32_8_EXT ## How to use Set `UseSubtileImpl: 1` on a gfx950 MX-FP4 solution (see the new `subtile_mxfp4.yaml` / `mx32f4_tn.yaml` for canonical configs). The path is opt-in — non-MX and non-gfx950 kernels are unaffected. ## Backwards compatibility / risk * All new behavior is gated on `UseSubtileImpl=1` and gfx950. Existing solutions on other architectures or non-MX paths are unchanged. * `GroupGEMM + StreamK + MX` is intentionally rejected for now (TODO). * New Origami yamls only add solutions; nothing existing is modified. ## Test plan * New gtests + unit tests run automatically in CI (Tensilelite Python unit suite, `MXDataGen_test`, `MXScalePadding_test`). * New end-to-end gfx950 GEMM and StreamK yamls are added to the common test buckets. * Manual: run the gfx950 MXFP4 subtile suites (`pytest -k gfx950` after building Tensile, plus `tensilelite-client --yaml subtile_mxfp4.yaml` for sanity). ## Notes for reviewers * This branch was rebased onto current `develop` (post-#6499) by skipping the `users/nakajee/gfx950_mx_rebase_merge` history (which #6499 squash-merged) and replaying only the subtile-specific work as a single squashed commit. The actual code changes in this PR are limited to the files listed above (24 added, 56 modified; ~+170k / −2.6k including generated logic yamls). * The largest reviewable diffs are: * `Tensile/Components/SubtileBased{Kernel,LogicalScheduler,InstructionScheduler,InstructionEmitter}.py` (new files) * `Tensile/KernelWriter.py`, `Tensile/KernelWriterAssembly.py` * `Tensile/SolutionStructs/{Problem,Solution}.py` * `Tensile/Components/{GlobalWriteBatch,StreamK}.py` * `clients/common/include/testing_matmul.hpp` * `client/src/DataInitialization.cpp` * Description of all commits that were squashed for this feature branch: Subtile implementation for gfx950 MX FP4 --- 272f88d: Add sample subtile impl --- Author: brianshi <brianshi@amd.com> --- 60ecede: GR Offset calculation (#1) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- be69c1d: Enable post-loop code generation, and add some subroutines --- Author: b-shi <brianshi@amd.com> --- 646d102: LR offset calculation (#2) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- 71f4bca: Add GR load emit logic, and misc fixes (#3) --- Author: b-shi <brianshi@amd.com> --- 1fd0db9: Emit LR + init ACCVGPR (#4) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- 9d406b9: Add loop and ptr update code --- Author: b-shi <brianshi@amd.com> --- b6127bc: Update GR/LR offset calculation to fully support 2x2, 1x4, 4x1 waveConfigs (#7) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- 89ec87c: Account for valuC macro value in SK WS store code --- Author: b-shi <brianshi@amd.com> --- 6edf53d: Rebase fix --- Author: b-shi <brianshi@amd.com> --- 34e79fc: Enable fp4 (#8) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> --- d5a5c57: [Tensilelite] Add MX FP4 scale offset computation for subtile-based kernel (#6) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> --- 7a8a85a: Add lds buffer swap logic --- Author: b-shi <brianshi@amd.com> --- d24a8fe: Add optimized storeD code (#9) --- Author: b-shi <brianshi@amd.com> --- a45c20c: Fix MX scale tensor initialization: set forceDenorm=false in generateMXInput (#11) --- Author: T.J. Alumbaugh <T.J.Alumbaugh@amd.com> --- f945268: [Tensilelite] Enable the MX FP4 scale emit code in the subtile-based kernel (#10) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> --- cf37df4: Use fixed value for SrdMXSA/B+2 (#14) --- Author: Koji Nakajima <75698246+nakajee@users.noreply.github.com> --- f0c8dbc: Merge subtile_mx_f4_schedule to subtile_mx branch (#16) --- Author: b-shi <brianshi@amd.com> --- 543796f: Enable DU > 256, and reduce sgpr allocation (#18) --- Author: b-shi <brianshi@amd.com> --- c65bdb0: Add missing mxblock check for non-mx data types --- Author: b-shi <brianshi@amd.com> --- d64d226: Introduce UseSubtileImpl parameter (#20) --- Author: b-shi <brianshi@amd.com> Squash commits 20-35 from subtile_mx branch --- e4780da: Enable FixSrd2 for A/B (#23) --- Author: b-shi <brianshi@amd.com> * Enable FixSrd2 for A/B * Address comments from PR --------- --- e4c64a7: Add nt libs --- Author: b-shi <brianshi@amd.com> --- cd13ec1: [Tensilelite] Pad MX scale tensor dimensions for unaligned problem sizes (#21) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> * Add scale padding * Add tests * Remove redundant pre-swizzle path * Remove code from conflict * Fix reverted mxdatagen path for tensile tests * Add diverse test cases for scale padding in MXScalePadding_test and subtile.yaml - Expanded test cases to include non-multiple-of-32, even non-multiple-of-16, and odd dimensions. --- d87938f: Split subtile.yaml into subtile_bf16.yaml and subtile_mxfp4.yaml (#22) --- Author: James Newling <james.newling@gmail.com> Replace the 'monolithic' subtile.yaml with two focused test files. All original test coverage is preserved. Two new FP4 groups added. BF16 coverage (subtile_bf16.yaml, tests are essentially unchanged): # | Description | Dest | MIs | PGR | DU | SK | Sizes --+--------------------+------+-----+-----+---------+-----+------ 0 | BF16 TN main | b | 19 | 0 | 64 | 0,3 | 11 1 | BF16 TN large DU | b | 4 | 0 | 128,192 | 0,3 | 7 2 | BSS (f32 output) | s | 6 | 0 | 64 | 0,3 | 9 3 | BF16 bias | b | 2 | 0 | 64 | 0 | 1 FP4 coverage (subtile_mxfp4.yaml): # | Description | Dest | MIs | PGR | DU | SK | Sizes | Status --+--------------------+------+-----+-----+-----+-----+-------+-------- 0 | FP4 TN main | b | 15 | 0 | 256 | 0,3 | 23 | from original 1 | FP4 TN large DU | b | 4 | 0 | 512 | 0,3 | 13 | from original 2 | F4SS (f32 output) | s | 5 | 0 | 256 | 0,3 | 13 | from original 3 | FP4 bias | b | 2 | 0 | 256 | 0 | 1 | from original 4 | FP4 PGR=2 | b | 13 | 2 | 256 | 0 | 5 | new 5 | FP4 expanded MIWT | b | 24 | 0 | 256 | 0 | 5 | new 6 | PGR=2 WG 4x1/1x4 | | 6 | 2 | 256 | 0 | 1 | known failures (commented) Run times on gfx950 (8x MI350X): File | NEV=-1 | NEV=0 -------------------+--------+------ subtile_bf16.yaml | 23s | 23s subtile_mxfp4.yaml | 37s | 40s Where NEV is number of elements to validate. I (James) have checked these numbers, and weirdly it is true that NEV=0 is a bit faster than NEV=-1 for mxfp4. --- af04f0d: Dependency based instruction scheduling (#19) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Revert to single partition * Start using dependencies * as is * start using separate EmittedModules * remove reduntant wait * Add _extractPathsFromBeforeDeps * Continue simplification * Simplifying * Add more rules * cleanup * Add fp4 test * fix test * Add tests * Remove after field on emittedmodule * Refactoring instructionSchedule * Add comments * cleanup modules vs ops * Refactoring print functions * Test cleanup * Add more tests * Replace subgroup by partition * Remove unused unroll param * Add high level notes * Simplify NLL and NGLL GR removal * Add some comments * Force instruction insertion if no slots available * Fix test after rebase * Move scale before A/B and track inflight count * Fine-grain vmcnt calculation * Separate counts for scaleA and B * Avoid using m0 update and buffer_lod on same MFMA slot to avoid scalar instruction serialization * Fix test * Add vmcnt test * Fix duplicated loads for 1x4 and 4x1 * Fix placement in reverse order * Fix regression on PGR0 * add fallback to numMFMA=1 --- 3ec902b: Add some 1x4 and 4x1 origami solutions --- Author: b-shi <brianshi@amd.com> --- c5000d3: Fix typo --- Author: b-shi <brianshi@amd.com> --- 226ed84: [hipblaslt] Refactor Srd2 calculation for useFixedSrd2 (#30) --- Author: Koji Nakajima <75698246+nakajee@users.noreply.github.com> --- abf19d4: [Tensilelite] UseSubtileImpl: subtile-aligned edge check for store path (#29) --- Author: b-shi <brianshi@amd.com> * [Tensilelite] UseSubtileImpl: subtile-aligned edge check, OOB guard, and refactoring - Replace Size%MT edge check with subtile-aligned check: NonEdge paired store when trailing rows/cols are a multiple of the subtile block size (waveGroupM rows for M, 16 cols for N). Non-last workgroups always take NonEdge. - Add per-wave OOB guard (subtileM32ValidBlocksSgpr / subtileN16ValidBlocksSgpr) to skip stores outside valid M/N tile bounds in the NonEdge path. - Refactor duplicated OOB guard into _emitSubtileOobGuard helper; refactor M/N guard SGPR computation into _emitSubtileMGuard / _emitSubtileNGuard. - Fix orphan scalar store blockIdxM (was tt0, now (tt0*MatrixInstM)//mBlockSize). - Add quick-exit and edge/non-edge header comments to generated ASM. * Add some bias tests, combine M/N guard to single routine * Add OOB check for C loads, update storeD unit tests to check OOB, simplify quick exit checks * Address more PR comments: add M group skip, and skip to store end. simplified loadC OOB mask --------- --- 637881a: Fix unit tests & remove legacy code for subtile interleaving (#33) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Fix gr_lr_roundtrip test * Use non-interleaved version as ref code * Fix scheduler test * Removed legacy interleaved mode for LR/GR offset calculation --- e9cb889: Fix MX FP4 scale buffer allocation and initialization for batched GEMM (#25) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> * Fix bacth count issue * Add batch count tests * Fix bacth count issue * Address PR review: clarify FP4-specific byte stride and add non-aligned batched tests - Updated comments on dataBatchBytes computation to clarify FP4 packing assumption (2 elements/byte) and flag that non-FP4 block-scaling types would require updating this conversion. - Added batched test cases with non-multiple-of-32 M/N dimensions: FP4 DU=256: [48,48,2] and [33,65,2] FP4 DU=512: [63,63,2] BF16: [50,100,2] --------- --- a43247b: Update some test yamls (#31) --- Author: b-shi <brianshi@amd.com> --- e2f69c8: Add f4bs origami library with activation function support. Refactor sgpr allocation to reduce sgpr usage in post loop. Store code-path reorganization (#32) --- Author: b-shi <brianshi@amd.com> * Free swap/localwritebase sgprs before post-loop * Defer sgpr allocation to remove holds in sgpr pool. Add Origami library logic files for Cijk_Alik_Bljk_F4BS_MXA32_MXB32 (base, nta4, ntb4 variants). * Remove uneeded alignment and comment * Add more epilogue tests * Remove older origami library for f4bs * Reorder post-loop code blocks to after persistant loop Misc fixes * Fix build issues, relax longjump sgpr requirements * Fix GSU0 branch logic --------- --- 3f034bf: Add F4HS and F4SS Origami library logic for FP4→F16 and FP4→F32 GEMM (#35) --- Author: Majedul Sujon <85503863+msujon-AMD@users.noreply.github.com> * Add F4HS and F4SS Origami library logic for FP4→F16 and FP4→F32 GEMM - Add 6 new yaml files (F4HS, F4SS) across Origami, Origami_nta4, Origami_ntb4 - Update F4BS yaml files: AssertSummationElementMultiple 32→256 for K%256 enforcement - Add ("F4", "F4", "H", "S") to _validGEMMTypes and _HPATypes in Problem.py * Add F4HS test cases to subtile_mxfp4.yaml Add two new benchmark problem blocks for FP4→F16 (F4HS): - No-bias block: same wavetile and problem size coverage as F4SS - Bias epilogue block: BiasDataTypeList [s, h], relu/none activations * Add F4HS (FP4->Half) type support to Tensile client Add TypedGemm_F4_H_S typedef and corresponding reference CPU solver case so F4HS (FP4 input, Float16 output, Float compute) problems can be validated by the benchmark client. --------- --- d0bc8fd: Rewrite subtile-based scheduler. Fix DU>64 & enable very large MT (#36) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Initial support for DU>256 * Renaming * add option to do DU=512 in the tests * blocked K-major for scale * Change scaleSet swap logic * Update print functions * Put scales after values for avoid race conditions * Fix tests * more test * tweak printschedule display * Add PGR2 in the yaml tests * Add new scaleGROp * comment out failing tests * Revert "comment out failing tests" This reverts commit 1f5802c. * Draft new logical scheduler * Refactoring * Add more test on step1 * Add more tests on step1 * add bf16 320x320 test * reduce step1 code * Simplify step1 logic * validate some step1 test * Fix partition 2x2 test * more step1 test * 320x320 BF16 test * Add test DU512 + partition2x2 * Simplify step1 code * Add step2 tests * Fix multi-partition step2 * Add step2 du512, 2x2 partition test * Use common algo for all numPartitions * Draft for step3 tests * remove useless tests * New GR algo (draft) * [Step3] Add more test * Iteration on GR * Display ordered GR list with granularities * More test * Add some comments * Disable by default debug logs * Getting rid of step naming * Start remove AnnotatedOp (still there in group pass) * Split dependency Ops * Add todo on place_GRs pass * Valid test_annotate_deps_1x1_partition_DU256 * Test output looking better (still WIP) * single dep for LR tooo * Add remove_cross_deps pass * Fix bugs in dependency pass * insert_gr_lr_inc pass * Add group_lr_gr pass * Add emit pass * Quick port of instruction Emit code * Move emit function to separate file * Refactoring instructionEmitter * Port vgprTile tracking * Reworking second pass (WIP) * Display unrolling requirement * Unrolling check on 2nd pass * Generic validation for assign_vgpr pass * Fix unroll * Add inst schedule in standalone mode * Use lrGran for vgprTile size calculation * Fix bug in emit pass (missing depencency) * PreMFMA path + non-duplication scale load * missing globalReadLDSBufferSwap for GR_INC scales * add wairlr_sync on all LR->GR dep * add waitgr_sync op * remove_unnecessary_gr_deps * Change LR dispatch algo a bit to avoid too many waitgr_sync * Avoid duplicated loads in emitter * Fix bug on gr_emit code * GrInc pass. fix duplicated insertion for B * Fix missing LR_inc for SA/SB * preloop, NLL, NGLL * Simplify preloop * minor changes * Move unroll logic to scheduler * minor changes * Fix unroll id bug on NLL / NGLL * Disable post GRINC for now * Remove commented code * Handle 1x4, 4x1 gr read gran * Fix vmcnt computation * Use correct grCount mapping * Revert in emit logic on buffer_load for PGR0 needs * Add bf16 version in standalone test * Fix LR_Inc insertion on DU>64 * Add subIterK/Partition comment to codegen * Fix issue in GrInc placement * Remove last_mt * Fix LR MT index bug with muli-partition * Disable early LDS size check when subtileImpl is on * Add pass to remove redundant LR deps + fixed issue on dependency annotation pass * Remove more LR redundant deps * Only insert wait_lr_sync on deps * Simple algo to select partition config * Remove HC value for partitions... * Take into account all inflight GR (all tensors) * Fix tests and regressions on gr counts * Fix grCount merge calculation * Better display of dependencies * Add remove_wait_lr_sync after grouping * Add temporary non reg file * Change merge logic on GR grouping pass * Fix non necessary wait_lr_sync * Downgrade some waitlr_sync to sync + added 384x256 no reg test * non reg test 320x320 * Add larger MT * non reg test for fp4 256x256 * Moving out instructionScheduler * Remove old scheduler * Renaming scheduler * Re-work test * Add larger MT test cases * Rename non-ref test * Re-add standalone mode * Refactor DepOp * Remove dead code * Remove MFMATileSize class * Remove from_til_info * Avoid redundant tensor list creation * Remove hardcode granularities in vgrpTile allocation pass. Simplify code. * Re-enable # PGR=2 WG 4x1/1x4, K > DU tests * Remove unused GRScaleOp * DepRef renaming * Get rid of MT string representation * Remove TODO * EmmitedModule simplication * Use explicit pass dependencies * Renaming LogicalScheduler * Remove old test_InterleavingScheduler.py file * Commenting failing test for now * Remove debug logs * Disable lds padding when using UseSubtileImpl --- e8e8c09: Fix LR-GR dependency issue when DU>64 (#40) --- Author: sebvince <115461989+sebvince@users.noreply.github.com> * Fix and simplify logic for remove_unnecessary_lr_deps * Add new ref tests for 128x128x(128,64) --- 4aa441a: Rebase fix --- Author: b-shi <brianshi@amd.com> --- 5ba911e: Skip rocRoller for FP4-A/FP4-B + pre-swizzled scale layout (#42) --- Author: Archana Ramalingam <98564406+archana-ramalingam@users.noreply.github.com> --- 9c74998: Rebase fix --- Author: b-shi <brianshi@amd.com> --- 842b149: Addressed review comments for KernelWriter and KernelWriterAssembly --- Author: Koji Nakajima <knakajim@amd.com> --- dce43b1: Fix computeLoadSrd issue --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- c075bbf: Fix preSolution CPU re-sync regressing subtile_mxfp4.yaml --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- ced840f: Fix computeLoadSrd issue (#43) --- Author: bnemanich <brad.nemanich@amd.com> --- bc2f6dd: Small update for gfx950 mx tests + more - enable UseSubtileImpl for all gfx950 non subtile mx tests - skip all gfx950 mxfp8 - use MXScaleFormat=1 as default - set AssertSummationElementMultiple=256 for subtile mxfp4 - fix isSwizzledSubtile in computeLoadSrd --- Author: Koji Nakajima <knakajim@amd.com> --- 5c794b7: Fix gsuasb.yaml failures --- Author: b-shi <brianshi@amd.com> --- 727f8db: tensilelite: add solution reject conditions for UseSubtileImpl=1 (#38) --- Author: Majedul Sujon <85503863+msujon-AMD@users.noreply.github.com> --- 8928fbb: Add more reject conditions for Subtile --- Author: Koji Nakajima <knakajim@amd.com> --- 6e63ab6: Fix kringshift test failures --- Author: b-shi <brianshi@amd.com> --- b3e9724: Update reject condtion for DepthU in subtile case. Plus, update DepthU setting for gfx950 mx test cases --- Author: Koji Nakajima <knakajim@amd.com> --- 5ab6009: Fix build errors --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 4a4edca: Update more mxfp4 tensilelite test cases --- Author: Koji Nakajima <knakajim@amd.com> --- bbbc553: Update change log --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 6476c04: Add more reject conditions for gfx950 subtile --- Author: Koji Nakajima <knakajim@amd.com> --- c5828c4: Updated gfx950 mxfp4 test cases - add StreamK setting - skip groupgemm tests for now (groupgemm does not support streamK) --- Author: Koji Nakajima <knakajim@amd.com> --- f1fc2f1: Fix hipblaslt build error of gfx950 --- Author: Koji Nakajima <knakajim@amd.com> --- 70cea1b: Updated subtile_mxfp4.yaml (add StreamK) --- Author: Koji Nakajima <knakajim@amd.com> --- c1c9b2a: Add uninit lsc,lsp, etc.. fields for subtile --- Author: b-shi <brianshi@amd.com> --- c0c1f72: Fixed merge error in testing_matmul.hpp --- Author: Koji Nakajima <knakajim@amd.com> --- 191e0cb: Add missed batch_count >1 changes --- Author: archana-ramalingam <Archana.Ramalingam@amd.com> --- 01c52f8: Addressed PR comments --- Author: Koji Nakajima <knakajim@amd.com> --- 4e89c91: Reduce mxfp4 test time --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 3dac20f: Prevent overflow for wgmxcc sgpr allocation --- Author: b-shi <brianshi@amd.com> --- 18dec79: Fix error with problem type --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- 9e69ffd: Add a reject conditoin for gfx950 mx + non Subtile --- Author: Koji Nakajima <knakajim@amd.com> --- 0eed3ba: Add more valid GEMM types --- Author: Brad Nemanich <brad.nemanich@amd.com> --- 8b5514e: Fix missing b build error --- Author: archana-ramalingam <Archana.Ramalingam@amd.com> --- f981ff5: Fix 1250 tests --- Author: Brad Nemanich <brad.nemanich@amd.com> --- d1e69d9: Add more FP4 tests --- Author: Brad Nemanich <Brad.Nemanich@amd.com> --- e3a688f: Add MXScaleFormat: 1 to all gfx950 mx test yaml --- Author: Koji Nakajima <knakajim@amd.com> --- aaef3f5: Add DataTypeMXSA,B setting in gfx950 mxfp4 logic yaml --- Author: Koji Nakajima <knakajim@amd.com> --- 861ef8e: Add DataTypeMXSA,B setting in gfx950 mxfp4 logic yaml (nta4,ntb4) --- Author: Koji Nakajima <knakajim@amd.com> Co-authored-by: Archana Ramalingam <Archana.Ramalingam@amd.com> Co-authored-by: Brad Nemanich <Brad.Nemanich@amd.com> Co-authored-by: Brian Shi <Brian.Shi@amd.com> Co-authored-by: James Newling <James.Newling@amd.com> Co-authored-by: Koji Nakajima <Koji.Nakajima@amd.com> Co-authored-by: Majedul Sujon <Majed.Sujon@amd.com> Co-authored-by: Sebastien Vince <Sebastien.Vince@amd.com> Co-authored-by: T.J. Alumbaugh <T.J.Alumbaugh@amd.com> ## Submission Checklist - [ ] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests. --------- Co-authored-by: Archana Ramalingam <Archana.Ramalingam@amd.com> Co-authored-by: Brad Nemanich <Brad.Nemanich@amd.com> Co-authored-by: Brian Shi <Brian.Shi@amd.com> Co-authored-by: James Newling <James.Newling@amd.com> Co-authored-by: Koji Nakajima <Koji.Nakajima@amd.com> Co-authored-by: Majedul Sujon <Majed.Sujon@amd.com> Co-authored-by: Sebastien Vince <Sebastien.Vince@amd.com> Co-authored-by: T.J. Alumbaugh <T.J.Alumbaugh@amd.com>
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