feat(quant): Brevitas/DeepQuant integration + MLperf Tiny ResNet8#21

Merged

runwangdl merged 9 commits into

pulp-platform:develfrom

runwangdl:feat/quant-mlperf-tiny

May 15, 2026

Commits on May 15, 2026

feat(quant): Brevitas/DeepQuant integration + MLperf Tiny ResNet8
runwangdl
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fix(quant): Conv+BN fold + Deeploy-compatible reductions for ResNet8
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feat(quant): adapt QCDQ ONNX to Deeploy frontend (Onnx4Deeploy side only)
runwangdl
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refactor(quant): wrap qcdq passes as OptimizationPass + create_quant_pipeline
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style(quant): fix D209 (move closing """ onto its own line)
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feat(quant): Brevitas QuantMobileNetV2 / QuantDSCNN / QuantFCAutoencoder + MLperf Tiny CI
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ci(quant): bump Python to 3.11 (DeepQuant requires-python>=3.11)
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ci(quant): revert to Python 3.10 and install DeepQuant with --ignore-requires-python
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fix(quant): relax DeepQuant's allclose check for random-init weights
runwangdl
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