-
Inherit dataset class from task class.
-
(Optional) Define class attribute
data_path
, if not defined, default to data root + name of dataset class. -
Define
list_data
:-
Input:
self.path
- the dataset path
-
Output:
-
return X1, X2, ..., Xn, Y1, Y2, ..., Ym
, lists of inputs and outputsTypically
return X, Y
-
-
Inout:
-
self.dict
- universal recording (across experiments)Typically used for mapping between class name and class index
-
-
Effects:
List all the data in
self.path
. Do any preprocessing on raw data. This function will be called in__init__
iff do split. The returned data type should be reasonable to store in csv files.Typically X, Y are paths to the actual data
-
-
Define
read_data
:-
Input:
x1, x2, ..., xn, y1, y2, ..., ym
- a tuple of input and output corresponding to the output oflist_data
.
-
Output:
x1, x2, ..., xn, y1, y2, ..., ym
- data to pass to model and loss function
-
Effects:
Defines how to read actual data from listed data. Do any online preprocessing. This function will be called in
__getitem__
. The returned data type should betorch.Tensor
.
-
-
(Optional) Define
n_inputs
if it is not1
.n_inputs and n_outputs (inferred) must be consistent between data and model
-
Define any parameter to model as a class attribute.
-
Define model
__init__(self, params from data, **kwargs)
forward(self, x1, x2, ..., xn)
-
(Optional) Define loss function
frame's Introduction
frame's People
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. ๐๐๐
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google โค๏ธ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.