## TVM: Where are we going
Tianqi Chen
## Current Deep Learning Landscape
Frameworks and
Inference engines
![Image] jpg)
Credit: Siyuan Feng
1.4x better
on emerging
workloads
Transformer
related
workloads
Where are we going
## Unified Runtime For Heterogeneous Devices
tvm::runtime::Module
GetFunction(string)
## +24
## Shared Libraries and Where To Find Them
## LUIS CARO CAMPOS
## Shared Libraries and Where to Find Them
Luis are needed
☐ WHICH programs needs to locate shared libraries
☐ TOOLS to query, troubleshoot
☐ WHERE to find shared libraries
## • What this talk is NOT about:
☐ Shared vs static linking
☐ Internal two-level namespace. When a Mach-O image imports a symbol, it references the symbol name and the library where it expects to find that symbol.
An Apple Library Primer, Apple Developer Forums
https://developer
if
• choose when, otherwise
• trim where, set
• foreach
## The if Statement
The most common thing to do in dynamic SQL is conditionally include a part of a where clause. For example –
This statement provides an optional text search type of functionality id="getRecByName_Id" parametertype="Student" resulttype="Student">
SELECT * FROM STUDENT
WHERE name LIKE #{name}
AND id LIKE #{id}
## The choose, when, and otherwise
such a common thing that PHP (starting in PHP 8) includes something called constructor promotion where it automatically does this thing:
class Dog {
public $name;
public function __construct($name) the `test.php` file
The above syntax includes the test.php file from the current folder the file where this code is in.
You can use relative paths
require_once('../test.php');
to include a file SERVER['SCRIPT_FILENAME'] (more on $ SERVER later!)
You can get the full path of the folder where the current file is in using:
• the getcwd() built-in function
• DIR, another magic constant
•
## PyTorch
## 高阶OP
主讲人：龙良曲
## Tensor advanced operation
## Where
## Gather
## where
torch.where(condition, x, y) → Tensor
Return a tensor of elements selected from either x or y, depending on condition [0., 0.]])
8
9 In [200]: b
10 tensor([[1., 1.],
11 [1., 1.]])
12
13 In [203]: torch.where(cond>0.5, a, b)
14 Out[203]:
15 tensor([[0., 0.],
16 [0., 1.]])
## gather
torch.gather(input
<table\_name>SET <column\_name> = <value>WHERE <condition>;|Update information in an existing row in a table.|UPDATE pets SET weight = 18 WHERE \_id = 5;|
|---|---|---|
## DELETE
DELETE data table
|DELETE FROM <table\_name> WHERE <condition>;|Delete data from a table that meet the conditions of the WHERE clause.|DELETE FROM pets WHERE \_id = 1;|
|---|---|---|
< TEXT);
WHERE clause
Some examples: SELECT * FROM pets WHERE <condition>; UPDATE <table_name> SET <column_name> = <value> WHERE <condition>; DELETE
SELECT Columns List ..... 256
6.1.3. The FROM clause ..... 260
6.1.4. Joins ..... 269
6.1.5. The WHERE clause ..... 279
6.1.6. The GROUP BY clause ..... 282
6.1.7. The WINDOW Clause ..... 287
6.1 UPDATE ..... 322
6.3.1. Using an alias ..... 323
6.3.2. The SET Clause ..... 324
6.3.3. The WHERE Clause ..... 325
6.3.4. The ORDER BY and ROWS Clauses ..... 325
6.3.5. The RETURNING Clause . Example of UPDATE OR INSERT ..... 329
6.5. DELETE ..... 329
6.5.1. Aliases ..... 331
6.5.2. WHERE ..... 331
6.5.3. PLAN ..... 332
6.5.4. ORDER BY and ROWS ..... 332
6.5.5. RETURNING ..... 333
connection url without needing to recompile the program. It is especially useful in a dynamic environment, where it is a need for a lot of testing, debugging, securing data etc.
In Java, the Properties is a class .
The Properties class is created. The data is loaded from the file called database.properties, where we have our configuration data.
String url = props.property("db.url");
String user = props String query = "SELECT Id, Name FROM Authors WHERE Id=1;" + "SELECT Id, Name FROM Authors WHERE Id=2;" + "SELECT Id, Name FROM Authors WHERE Id=3";
pst = con.prepareStatement(query);
is the point that causes the most recently activated life-line. The syntax is simply return label where label, if provided, can be any string acceptable on conventional messages.
@startuml
Bob -> Alice use a hexadecimal digit between 0 and F per pixel.
Then you can use the spring using <$XXX> where XXX is the name of the spring.
@startuml
sprite $foo1 {
FFFFFFFFFFFFFFFF
F0123456789ABCF encode spite, you can use the command line like:
java -jar plantuml.jar -encodesprite 16z foo.png
where foo.png is the image file you want to use (it will be converted to gray automatically).
After -encodesprite
TVM: Where Are We Going## TVM: Where are we going Tianqi Chen  ## Current Deep Learning Landscape Frameworks and Inference engines ![Image] jpg) Credit: Siyuan Feng 1.4x better on emerging workloads Transformer related workloads Where are we going ## Unified Runtime For Heterogeneous Devices tvm::runtime::Module GetFunction(string)0 码力 | 31 页 | 22.64 MB | 1 年前3