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@jeffdaily jeffdaily commented May 29, 2025

The same env vars PYTORCH_MIOPEN_SUGGEST_NHWC and PYTORCH_MIOPEN_SUGGEST_NHWC_BATCHNORM now also enable channels last 3d in addition to 2d.

Cherry-picked to release/2.7 branch via #2232

Cherry-picked to rocm7.0_internal_testing branch via #2242

@BrianHarrisonAMD
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BrianHarrisonAMD commented May 29, 2025

I think we also need to change this file to update the NHWC check:

or else it won't try to use NHWC for MIOpen convs even with flag set it looks like.

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Not sure on the usual process, but we might need to merge this into 2.6 & 2.7 once ready.

@jeffdaily
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I think we also need to change this file to update the NHWC check:

or else it won't try to use NHWC for MIOpen convs even with flag set it looks like.

Not so, a few lines later the return statement does an or of this bool var and the 2d bool var which means 3d is enabled if 2d is enabled. All the other changes in this PR were the lines actually preventing channels last 3d.

@BrianHarrisonAMD
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I think we also need to change this file to update the NHWC check:

or else it won't try to use NHWC for MIOpen convs even with flag set it looks like.

Not so, a few lines later the return statement does an or of this bool var and the 2d bool var which means 3d is enabled if 2d is enabled. All the other changes in this PR were the lines actually preventing channels last 3d.

  can_use_miopen_channels_last_2d = PYTORCH_MIOPEN_SUGGEST_NHWC &&  *PYTORCH_MIOPEN_SUGGEST_NHWC && (
            ( (input_memory_format  == at::MemoryFormat::ChannelsLast) ||
            (weight_memory_format == at::MemoryFormat::ChannelsLast) )
        );

Won't the 2D check return false since the memory format is actually at::MemoryFormat::ChannelsLast3d, and 3d hasn't been updated?

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LGTM

@jeffdaily jeffdaily merged commit 2045a75 into release/2.6 Jun 3, 2025
@jeffdaily jeffdaily deleted the release/2.6_channels_last_3d branch June 3, 2025 21:21
@jeffdaily
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!cherry-pick --onto release/2.7

okakarpa pushed a commit that referenced this pull request Jun 3, 2025
…and batchnorm (#2209)

The same env vars PYTORCH_MIOPEN_SUGGEST_NHWC and
PYTORCH_MIOPEN_SUGGEST_NHWC_BATCHNORM now also enable channels last 3d
in addition to 2d.
@okakarpa
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okakarpa commented Jun 3, 2025

Created branch autogenerated/release/2.7_cherry-pick_pr-2209 and #2232

jeffdaily added a commit that referenced this pull request Jun 4, 2025
jithunnair-amd pushed a commit that referenced this pull request Jun 4, 2025
Additive on top of #2209

3D batchhorm tests (NHWC3D and NCHW3D)

NCHW 3D tests:

```
  test_batchnorm_3D_inference_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.149s)
  test_batchnorm_3D_inference_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.062s)
  test_batchnorm_3D_inference_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.042s)
  test_batchnorm_3D_inference_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.091s)
  test_batchnorm_3D_inference_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.008s)
  test_batchnorm_3D_inference_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.007s)
  test_batchnorm_3D_inference_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.028s)
  test_batchnorm_3D_inference_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.010s)
  test_batchnorm_3D_inference_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.010s)
  test_batchnorm_3D_inference_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.091s)
  test_batchnorm_3D_inference_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.020s)
  test_batchnorm_3D_inference_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.023s)
  test_batchnorm_3D_inference_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.010s)
  test_batchnorm_3D_inference_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.015s)
  test_batchnorm_3D_inference_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.007s)
  test_batchnorm_3D_train_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.011s)
  test_batchnorm_3D_train_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... skip: bfloat16 NCHW train failed due to native tolerance issue SWDEV-507600 (0.002s)
  test_batchnorm_3D_train_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.011s)
  test_batchnorm_3D_train_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
```
Old batchnorm tests will have `2D` it their names
```
  test_batchnorm_2D_inference_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.023s)
  test_batchnorm_2D_inference_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.005s)
  test_batchnorm_2D_inference_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.005s)
  test_batchnorm_2D_inference_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.104s)
  test_batchnorm_2D_inference_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.020s)
  test_batchnorm_2D_inference_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_train_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.011s)
  test_batchnorm_2D_train_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... skip: bfloat16 NCHW train failed due to native tolerance issue SWDEV-507600 (0.002s)
  test_batchnorm_2D_train_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
```

Tested in `compute-rocm-dkms-no-npi-hipclang` image build 16062:
`compute-artifactory.amd.com:5000/rocm-plus-docker/framework/compute-rocm-dkms-no-npi-hipclang:16062_ubuntu22.04_py3.10_pytorch_lw_release-2.7_1fee1967`

Tests can be run with environment variable `MIOPEN_ENABLE_LOGGING_CMD=1`
to collect MIOpenDriver commands

```
MIOPEN_ENABLE_LOGGING_CMD=1 python test_nn.py -v -k test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_bfloat16

test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... 
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 1 -b 0 -r 1 -s 1 --layout NDHWC
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 0 -b 1 -s 1 --layout NDHWC
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 1 -b 0 -r 1 -s 1 --layout NCDHW
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 0 -b 1 -s 1 --layout NCDHW

ok
```

Co-authored-by: Jeff Daily <[email protected]>
@jithunnair-amd
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!cherry-pick --onto rocm7.0_internal_testing

okakarpa pushed a commit that referenced this pull request Jun 4, 2025
…and batchnorm (#2209)

The same env vars PYTORCH_MIOPEN_SUGGEST_NHWC and
PYTORCH_MIOPEN_SUGGEST_NHWC_BATCHNORM now also enable channels last 3d
in addition to 2d.
@okakarpa
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okakarpa commented Jun 4, 2025

jithunnair-amd pushed a commit that referenced this pull request Jun 4, 2025
…en channels last 3d for conv and batchnorm (#2242)

Cherry-pick of #2209

Co-authored-by: Jeff Daily <[email protected]>
okakarpa pushed a commit that referenced this pull request Jun 4, 2025
Additive on top of #2209

3D batchhorm tests (NHWC3D and NCHW3D)

NCHW 3D tests:

```
  test_batchnorm_3D_inference_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.149s)
  test_batchnorm_3D_inference_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.062s)
  test_batchnorm_3D_inference_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.042s)
  test_batchnorm_3D_inference_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.091s)
  test_batchnorm_3D_inference_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.008s)
  test_batchnorm_3D_inference_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.007s)
  test_batchnorm_3D_inference_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.028s)
  test_batchnorm_3D_inference_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.010s)
  test_batchnorm_3D_inference_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.010s)
  test_batchnorm_3D_inference_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.091s)
  test_batchnorm_3D_inference_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.020s)
  test_batchnorm_3D_inference_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.023s)
  test_batchnorm_3D_inference_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.010s)
  test_batchnorm_3D_inference_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.015s)
  test_batchnorm_3D_inference_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.007s)
  test_batchnorm_3D_train_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.011s)
  test_batchnorm_3D_train_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... skip: bfloat16 NCHW train failed due to native tolerance issue SWDEV-507600 (0.002s)
  test_batchnorm_3D_train_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_3D_train_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.011s)
  test_batchnorm_3D_train_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_3D_train_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
```
Old batchnorm tests will have `2D` it their names
```
  test_batchnorm_2D_inference_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.023s)
  test_batchnorm_2D_inference_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.005s)
  test_batchnorm_2D_inference_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.005s)
  test_batchnorm_2D_inference_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.104s)
  test_batchnorm_2D_inference_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.020s)
  test_batchnorm_2D_inference_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_inference_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_inference_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.003s)
  test_batchnorm_2D_train_NCHW_vs_cpu_float32 (__main__.TestNN) ... ok (0.011s)
  test_batchnorm_2D_train_NCHW_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NCHW_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NCHW_vs_native_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NCHW_vs_native_mixed_bfloat16 (__main__.TestNN) ... skip: bfloat16 NCHW train failed due to native tolerance issue SWDEV-507600 (0.002s)
  test_batchnorm_2D_train_NCHW_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_NCHW_float32 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NHWC_vs_NCHW_mixed_float16 (__main__.TestNN) ... ok (0.006s)
  test_batchnorm_2D_train_NHWC_vs_cpu_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_cpu_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_cpu_mixed_float16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_native_float32 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_native_mixed_bfloat16 (__main__.TestNN) ... ok (0.004s)
  test_batchnorm_2D_train_NHWC_vs_native_mixed_float16 (__main__.TestNN) ... ok (0.004s)
```

Tested in `compute-rocm-dkms-no-npi-hipclang` image build 16062:
`compute-artifactory.amd.com:5000/rocm-plus-docker/framework/compute-rocm-dkms-no-npi-hipclang:16062_ubuntu22.04_py3.10_pytorch_lw_release-2.7_1fee1967`

Tests can be run with environment variable `MIOPEN_ENABLE_LOGGING_CMD=1`
to collect MIOpenDriver commands

```
MIOPEN_ENABLE_LOGGING_CMD=1 python test_nn.py -v -k test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_bfloat16

test_batchnorm_3D_train_NHWC_vs_NCHW_mixed_bfloat16 (__main__.TestNN) ... 
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 1 -b 0 -r 1 -s 1 --layout NDHWC
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 0 -b 1 -s 1 --layout NDHWC
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 1 -b 0 -r 1 -s 1 --layout NCDHW
MIOpen(HIP): Command [LogCmdBNorm] ./bin/MIOpenDriver bnormbfp16 -n 4 -c 8 -D 2 -H 2 -W 2 -m 1 --forw 0 -b 1 -s 1 --layout NCDHW

ok
```

Co-authored-by: Jeff Daily <[email protected]>
pragupta pushed a commit that referenced this pull request Jul 21, 2025
…and batchnorm (#2232)

Cherry-pick of #2209

Co-authored-by: Jeff Daily <[email protected]>
(cherry picked from commit bf0079d)
pragupta pushed a commit to pragupta/pytorch that referenced this pull request Jul 21, 2025
…and batchnorm (ROCm#2232)

Cherry-pick of ROCm#2209

Co-authored-by: Jeff Daily <[email protected]>
(cherry picked from commit bf0079d)
pragupta pushed a commit that referenced this pull request Jul 22, 2025
…and batchnorm (#2232)

Cherry-pick of #2209

Co-authored-by: Jeff Daily <[email protected]>
(cherry picked from commit bf0079d)
jithunnair-amd pushed a commit that referenced this pull request Jul 22, 2025
…and batchnorm (#2232)

Cherry-pick of #2209

Co-authored-by: Jeff Daily <[email protected]>
(cherry picked from commit bf0079d)
pragupta pushed a commit that referenced this pull request Jul 29, 2025
…and batchnorm (#2232)

Cherry-pick of #2209

Co-authored-by: Jeff Daily <[email protected]>
(cherry picked from commit bf0079d)
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4 participants