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Related to Inference v5.0 post-mortem.

@keithachorn-intel keithachorn-intel requested a review from a team as a code owner May 27, 2025 07:23
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github-actions bot commented May 27, 2025

MLCommons CLA bot All contributors have signed the MLCommons CLA ✍️ ✅

System names and implementation names may be arbitrary.

<benchmark> must be one of {**resnet50, retinanet, rnnt, bert-99, bert-99.9, dlrm-99, dlrm-99.9, 3d-unet-99, 3d-unet-99.9**}. The postfix '-99' and '-99.9' indicate that the accuracy must be >= 99% or 99.9% of the target accuracy.
All submission content should align to the above directory structure, even when not enforced by submission support tools such as submission-checker.py. Content should not reside outside of the <submitter_organization> direct sub-directories: {**systems, code, documentation, results**}.
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I think we should avoid this sentence and force this in the submission checker to make it simpler for the submitters.

<benchmark> must be one of {**resnet50, retinanet, rnnt, bert-99, bert-99.9, dlrm-99, dlrm-99.9, 3d-unet-99, 3d-unet-99.9**}. The postfix '-99' and '-99.9' indicate that the accuracy must be >= 99% or 99.9% of the target accuracy.
All submission content should align to the above directory structure, even when not enforced by submission support tools such as submission-checker.py. Content should not reside outside of the <submitter_organization> direct sub-directories: {**systems, code, documentation, results**}.

<benchmark> must be one of {**3d-unet-99, 3d-unet-99.9, dlrm-v2-99, dlrm-v2-99.9, gptj-99, gptj-99.9, llama2-70b-99, llama2-70b-99.9, llama2-70b-interactive-99, llama2-70b-interactive-99.9, llama3.1-405b, mixtral-8x7b, resnet, retinanet, rgat, stable-diffusion-xl**}. The postfix '-99' and '-99.9' indicate that the accuracy must be >= 99% or 99.9% of the target accuracy.
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Just a suggestion - To keep it safe across the rounds, it'll be good to avoid listing the benchmarks here and instead say applicable benchmark for the given round with even a link to the submission checker where they are listed.

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Thanks for the suggestion, Arjun. I will make the change.

@hanyunfan
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The PR looks good to me; however, during our workgroup meeting, Pablo noted that implementing these changes may not be feasible before Inference v5.1 due to other priorities. We will need to revisit this in the next Inference WG meeting. If the situation remains unchanged, we will need to hold this PR until the v5.1 submission is complete.

@tanvi-mlcommons
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Are we planning on enforcing these directory rules through submission checker?

@keithachorn-intel
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Are we planning on enforcing these directory rules through submission checker?

The plan is 'yes'. But due to the short period between this issue and the v5.1 submission, it was decided to postpone until v6.0.

@tanvi-mlcommons
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Also, this seems to be specific to inference. How about training? Does the structure look good for that or there are issues we need to address there as well, while we are on it?

@keithachorn-intel
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Also, this seems to be specific to inference. How about training? Does the structure look good for that or there are issues we need to address there as well, while we are on it?

The directory structures for training and inference are distinct. This change only applies to inference.

Related to Inference v5.0 post-mortem.
Fixing date references after PR was first generated.
@mrmhodak
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@keithachorn-intel to update

@keithachorn-intel
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Directory 'code' updated to 'src' per WG request. @pgmpablo157321 @arjunsuresh , ready for merge.

@swasson488 swasson488 merged commit 484107c into mlcommons:master Dec 9, 2025
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6 participants