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Support TVM QNN Flow on RISC-V with SIMD Computation

Talkat RISC-V Global Forum 2020 · on Thursday, 2020-09-03· at 10:55· MeetingPlay, Virtual Event· [machine-learning]
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Compiles quantized (int8) models with TVM QNN flow and replaces convolution kernels with LLVM intrinsics mapped to RISC-V Superword and Subword SIMD, using TVM tensorization to emit vectorized primitives. Runs on Spike and an NDIS cycle-accurate simulator, benchmarks MobileNet v1/v2 and Inception v3/v4, measures instruction-count reductions of 1.79–7.58x versus FP32, and evaluates accuracy on 1k ImageNet images showing acceptable loss. Implementation modifies TVM schedules and LLVM backend to target RISC‑V P extension SIMD.

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