. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1901 106.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1907 106.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2041 109.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 2041 109.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2043 109.11 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2043Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1898 106.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1904 106.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2038 109.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 2038 109.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2042 109.11 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2042Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1898 106.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1904 106.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2038 109.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 2038 109.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2042 109.11 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2042Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1898 106.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1904 106.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2038 109.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 2038 109.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2042 109.11 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2042Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1889 105.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1895 105.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2029 108.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 2029 108.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2033 108.11 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2033Part I Manual 1Chapter

contribute to TVML. ee Today we'ltouch on a few of those contribution areas: o Core Infrastructure Improvements to TVM o_uTVM: support for microcontrollers in TVM o_ Virtual Machine and dynamic NNs support High-Level 人 ORGREEE Te Conv2D mized RE -一 一 QQ octoML Transformer Improvements Transformer based models such as BERT have recently become very Popular and require first class 10 Virtual Machine e Many improvements from contributors at UW, AWS, and OctoML. e Initial implementation is quickly moving towards production quality. o _VM compiler VM runtime VM serialization

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1848 105.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1854 105.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1986 108.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 1987 108.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1991 108.12 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1992Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1848 105.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1854 105.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1986 108.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 1987 108.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1991 108.12 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1992Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1848 105.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1854 105.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1986 108.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 1987 108.4 Command-line option dependencies . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1991 108.12 Tooling Improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1992Part I Manual 1Chapter

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1566 101.10 Talking to the compiler (the :meta mechanism) . . . . . . . . . . . . . . . . . . . . 1571 101.11 SubArrays . . . . . changes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1675 104.3 Compiler/Runtime improvements . . . . . . . . . . . . . . . . . . . . . . . . . . . 1676 104.4 Command-line option applications, and we do not expect their use to diminish. Fortunately, modern language design and compiler techniques make it possible to mostly eliminate the performance trade-off and provide a single