Runtimes NPUModule CUDAModule TFModule tvm::runtime::Module GetFunction(string) -> tvm::runtime::PackedFunc SaveToBinary/LoadFromBinary Runtime Module Interface SubclassesUnified Runtime Benefit mod. = tvm.module.load("mylib.so") func = lib["npufunction0"] func(a, b) Automatic RPC Support remote = tvm.rpc.connect(board_url, port) remote.upload("mylib.so") remote_mod = remote.load_module(“mylib Single unified module/pass, type system, with function variants supportCompilation Flow under the New Infra IRModule (relay::Function) IRModule (te::Function, ExternFunc, …) runtime::Module High-level

approach to asynchronous programming. While some support of WSGI is available in the tornado.wsgi module, it is not a focus of development and most applications should be written to use Tornado’s own interfaces html#module-asyncio] module and shares the same event loop (by default since Tornado 5.0). In general, libraries designed for use with asyncio [https://docs.python.org/3/library/asyncio.html#module-asyncio] Tornado 1.1.1 What’s new in Tornado 1.1 What’s new in Tornado 1.0.1 What’s new in Tornado 1.0 Index Module Index Search PageDiscussion and support You can discuss Tornado on the Tornado developer mailing

reserved. Option 2: Graph-Level Annotation ● Implement a Relay IR visitor to annotate a subgraph ● Module path: python/tvm/relay/op/contrib//graph_annotator.py ● Apply the annotator to its Affiliates. All rights reserved. Implement the Runtime Dispatcher ● Implement a TVM runtime module to dispatch the subgraph to the generated executable engine ● Runtime path: src/runtime/contri or its Affiliates. All rights reserved. Thank You and Q&A System Prototyping https://github.com/apache/incubator-tvm/pull/4258 RFC https://discuss.tvm.ai/t/bring-your-own-codegen-to-tvm/4501© 2019

. . . . . . . . . . . . . . . . . . . . . . . . . . . 165 7 Discussion and support 255 Python Module Index 257 Index 259 iiiTornado Documentation, Release 6.5.1 Tornado is a Python web framework approach to asynchronous programming. While some support of WSGI is available in the tornado.wsgi module, it is not a focus of development and most applications should be written to use Tornado’s own interfaces and WSGICHAPTER FOUR ASYNCIO INTEGRATION Tornado is integrated with the standard library asyncio module and shares the same event loop (by default since Tornado 5.0). In general, libraries designed for

第五章讨论结构体（struct）和方法，第六章介绍枚举（enum）、match 表达式和 if let 控 制流结构。在 Rust 中，创建自定义类型需要用到结构体和枚举。 第七章介绍 Rust 的模块（module）系统，其中的私有性规则用来组织代码和公开的 API（应 用程序接口）。第八章讨论标准库提供的常见集合数据结构，例如 Vector（向量）、字符串和 Hash Map（散列表）。第九章探索 Rust 项；可以使用一些工具来解决名称冲突。 Rust 有许多功能可以让你管理代码的组织，包括哪些细节可以被公开，哪些细节作为私有部 分，以及程序中各个作用域中有哪些名称。这些特性，有时被统称为 “模块系统（the module system）”，包括： • 包（Packages）：Cargo 的一个功能，它允许你构建、测试和分享 crate。 • Crates ：一个模块的树形结构，它形成了库或可执行文件项目。 • 在前面我们提到了，src/main.rs 和 src/lib.rs 叫做 crate 根。之所以这样叫它们是因为这两 个文件的内容都分别在 crate 模块结构的根组成了一个名为 crate 的模块，该结构被称为模块 树（module tree）。 示例 7-2 展示了示例 7-1 中模块树的结构。 crate └── front_of_house ├── hosting │ ├── add_to_waitlist

Meetup 11/8/2019 Jared Roesch OctoML is a new company building DL deployment solutions using the Apache (incubating) TVM project. A goal is to nurture the TVM community and contribute new infrastructure t3: Tensor Q octoML Coalesced t1: Tensor t2: Tensor t3: Tensor 13 Acknowledgments e The Apache(incubating) community members. e ASF Mentors and PMC members who make this awesome project Possiblel

Product Ops  Product Management  Every technology under the sun  Solaris, Windows, Linux  Apache, IIS, TCServer, etc.  Oracle, DB2, SQL Server  How we got better  We read and we studied.

2 Submodules and relative paths . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225 17.3 Module initialization and precompilation . . . . . . . . . . . . . . . . . . . . . . . . 226 18 Documentation . . . . . . . . . 1230 56 Iteration utilities 1233 57 Reflection and introspection 1247 57.1 Module bindings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1247 57.2 DataType . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1646 87.5 Changing the contextual module which is active at the REPL . . . . . . . . . . . . . 1647 87.6 Numbered prompt . . . . . . . .

2 Submodules and relative paths . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225 17.3 Module initialization and precompilation . . . . . . . . . . . . . . . . . . . . . . . . 226 18 Documentation . . . . . . . . . 1230 56 Iteration utilities 1233 57 Reflection and introspection 1247 57.1 Module bindings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1247 57.2 DataType . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1646 87.5 Changing the contextual module which is active at the REPL . . . . . . . . . . . . . 1647 87.6 Numbered prompt . . . . . . . .

2 Submodules and relative paths . . . . . . . . . . . . . . . . . . . . . . . . . . . . 225 17.3 Module initialization and precompilation . . . . . . . . . . . . . . . . . . . . . . . . 226 18 Documentation . . . . . . . . . 1230 56 Iteration utilities 1233 57 Reflection and introspection 1247 57.1 Module bindings . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1247 57.2 DataType . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1646 87.5 Changing the contextual module which is active at the REPL . . . . . . . . . . . . . 1647 87.6 Numbered prompt . . . . . . . .