[TVM Discuss] [Questions] VTA Conv2d Optimization Schedule and Optimal Throughput

2019-11-07 Thread Thierry via TVM Discuss
Also for reproducibility sake, can you give a pointer to the conv2d workload you ran on the pynq? It might be worth looking into what's happening inside of the Chisel-based VTA design so we can improve it. Adding @vegaluis to the thread. --- [Visit Topic](http://tracking.discuss.tvm.ai/t

[TVM Discuss] [Questions] VTA Conv2d Optimization Schedule and Optimal Throughput

2019-11-07 Thread Thierry via TVM Discuss
@joyliu37 thanks for looking into this. There is at the moment two VTA design sources: the initial design (which was used in the TVM and VTA papers) that was generated with HLS - this is the design that one can test and deploy on the Pynq/Ultra96 boards and run workloads like Resnet-18. We've

[TVM Discuss] [Questions] [SOLVED][PYNQ][VTA] Run model locally on PYNQ-Z1 instead of via RPC

2019-11-07 Thread Philipp Krones via TVM Discuss
Same as here @flip1995 --- [Visit Topic](http://tracking.discuss.tvm.ai/tracking/click?d=nHxoFz2fy8VPt65OSNLdA3H2QbbDwnPlW6dXsal2FpullvCHDlkO3ivgecPc15ytN0OE2LV3z9vIgZp_WjIPN6hI0Ootgfxtp77Bz4QBiFokECwVViCuqp3QC5s-UqIXyCXblXsx2jFo8AKMP2-mBpUNOSHX61bcK9XtExZGgiBVMmAsaQ9aX1IXRuSZCTtAxNYNY6RoH7