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feat(deployment): BEVFusion + CenterPoint deployment pipeline (no qua…#218

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vividf:feat/bevfusion_deployment
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feat(deployment): BEVFusion + CenterPoint deployment pipeline (no qua…#218
vividf wants to merge 10 commits into
tier4:mainfrom
vividf:feat/bevfusion_deployment

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@vividf

@vividf vividf commented Jul 2, 2026

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Summary

Write what you change and why you change

Change point

Explain for detail

If you add new feature or fix for core library

  • feat(autoware-ml): add {feature name}
  • fix(autoware-ml): fix {fixed point}

If you add new feature or fix for projects

  • feat(BEVFusion): add {feature name}
  • feat(BEVFusion): add config file
  • fix(BEVFusion): fix {fixed point}

If you change the thing without program

  • chore(BEVFusion): add README.md

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Write note like influences for other projects.

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vividf added 6 commits July 2, 2026 20:18
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
…ntization)

Deployment-only slice of the migrated deployment/ framework:
- BEVFusion ONNX/TensorRT export + evaluation (single main_body and split
  sparse/dense), FP16/FP32, with sparse-encoder float shadow, SparseConv+BN
  fusion, and ImplicitGemm ReLU fusion for the sparse ONNX graph.
- CenterPoint fp16/fp32 deploy configs and ONNX model loading.
- Shared deployment framework edits (config schema/base, exporters, plugin
  loading) needed by the above.

Contains NO quantization: the shared quantization framework, PTQ/QAT producers,
INT8 deploy configs, the sparse INT8 ONNX transform, INT8/PTQ docs, and the C++
INT8 TensorRT plugin are all excluded.

Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
@vividf vividf force-pushed the feat/bevfusion_deployment branch from b803f55 to e1be72f Compare July 2, 2026 11:50
vividf added 4 commits July 2, 2026 21:24
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
Signed-off-by: vividf <yihsiang.fang@tier4.jp>
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