quantized graph • Compiling Pre-quantized models – QNN Dialect • TVM ingests a pre-quantized graph in TFLite or MxNet • Use high-level wrapper ops of QNN dialect© 2019, Amazon Web Services, Inc. or its Affiliates Quantization Relay Int8 Graph Framework Pre-quantized Graph MXNet Parser TF Parser QNN Graph Using QNN Dialect QNN passes Target-independent Relay passes Target-optimized Int8 Relay Graph Intel x86 layout opt© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Outline • QNN Dialect • Design • Operators • Results on Intel Cascade Lake© 2019, Amazon Web Services, Inc. or its

don’t include the column at all). The file is read using the csv module in the default “excel” dialect. In this format there should not be spaces after the commas. If no encoding parameter is given,

using the csv [https://docs.python.org/3/library/csv.html#module-csv] module in the default “excel” dialect. In this format there should not be spaces after the commas. If no encoding parameter is given,