dtypes to uint8 x int8© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lowering of QNN Quantize Operator fn (%input_data: Tensor[(2, 5), float32]) { qnn.quantize(%input_data, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lowering of QNN Conv2D Operator For zero-centered zero point, the lowering will have just nn.conv2d fn (%data: Tensor[(1, 3, 2, 3), uint8]

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1301 58.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1301 58.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the defaults to identity. Use Base.include to evaluate a file into another module. Note Julia's syntax lowering recognizes an explicit call to a literal include at top-level and inserts an implicit @Core.latestworld

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1299 58.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1299 58.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the defaults to identity. Use Base.include to evaluate a file into another module. Note Julia's syntax lowering recognizes an explicit call to a literal include at top-level and inserts an implicit @Core.latestworld

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1298 58.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1298 58.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the defaults to identity. Use Base.include to evaluate a file into another module. Note Julia's syntax lowering recognizes an explicit call to a literal include at top-level and inserts an implicit @Core.latestworld

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1298 58.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1298 58.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the defaults to identity. Use Base.include to evaluate a file into another module. Note Julia's syntax lowering recognizes an explicit call to a literal include at top-level and inserts an implicit @Core.latestworld

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1290 57.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1290 57.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the defaults to identity. Use Base.include to evaluate a file into another module. Note Julia's syntax lowering recognizes an explicit call to a literal include at top-level and inserts an implicit @Core.latestworld

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1248 57.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1248 57.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the table may be searched for methods accepting a given type using methodswith. 57.6 Expansion and lowering As discussed in the Metaprogramming section, the macroexpand function gives the unquoted and inter-

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1248 57.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1248 57.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the table may be searched for methods accepting a given type using methodswith. 57.6 Expansion and lowering As discussed in the Metaprogramming section, the macroexpand function gives the unquoted and inter-

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1248 57.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1248 57.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the table may be searched for methods accepting a given type using methodswith. 57.6 Expansion and lowering As discussed in the Metaprogramming section, the macroexpand function gives the unquoted and inter-

methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1067 55.6 Expansion and lowering . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1067 55.7 Intermediate and compiled Why does x += y allocate memory when x and y are arrays? In Julia, x += y gets replaced during lowering by x = x + y. For arrays, this has the consequence that, rather than storing the result in the table may be searched for methods accepting a given type using methodswith. 55.6 Expansion and lowering As discussed in the Metaprogramming section, the macroexpand function gives the unquoted and inter-