Svd
Stay organized with collections
Save and categorize content based on your preferences.
Computes the eigen decomposition of a batch of self-adjoint matrices
(Note: Only real inputs are supported).
Computes the eigenvalues and eigenvectors of the innermost M-by-N matrices in
tensor such that tensor[...,:,:] = u[..., :, :] * Diag(s[..., :]) * Transpose(v[...,:,:]).
Constants
String |
OP_NAME |
The name of this op, as known by TensorFlow core engine |
Public Methods
static
<T extends TType>
Svd<T>
|
create( Scope scope, Operand<T> a, Long maxIter, Float epsilon, String precisionConfig)
Factory method to create a class wrapping a new Svd operation.
|
Output<T>
|
|
Output<T>
|
u()
Left singular vectors.
|
Output<T>
|
v()
Right singular vectors.
|
Inherited Methods
From class
java.lang.Object
boolean
|
equals(Object arg0)
|
final
Class<?>
|
getClass()
|
int
|
hashCode()
|
final
void
|
notify()
|
final
void
|
notifyAll()
|
String
|
toString()
|
final
void
|
wait(long arg0, int arg1)
|
final
void
|
wait(long arg0)
|
final
void
|
wait()
|
Constants
public
static
final
String
OP_NAME
The name of this op, as known by TensorFlow core engine
Constant Value:
"XlaSvd"
Public Methods
public
static
Svd<T>
create
(Scope scope, Operand<T> a, Long maxIter, Float epsilon, String precisionConfig)
Factory method to create a class wrapping a new Svd operation.
Parameters
scope |
current scope |
a |
the input tensor. |
maxIter |
maximum number of sweep update, i.e., the whole lower triangular
part or upper triangular part based on parameter lower. Heuristically, it has
been argued that approximately log(min (M, N)) sweeps are needed in practice
(Ref: Golub & van Loan "Matrix Computation"). |
epsilon |
the tolerance ratio. |
precisionConfig |
a serialized xla::PrecisionConfig proto. |
public
Output<T>
s
()
Singular values. The values are sorted in reverse order of magnitude, so
s[..., 0] is the largest value, s[..., 1] is the second largest, etc.
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2021-11-29 UTC.
[{
"type": "thumb-down",
"id": "missingTheInformationINeed",
"label":"Missing the information I need"
},{
"type": "thumb-down",
"id": "tooComplicatedTooManySteps",
"label":"Too complicated / too many steps"
},{
"type": "thumb-down",
"id": "outOfDate",
"label":"Out of date"
},{
"type": "thumb-down",
"id": "samplesCodeIssue",
"label":"Samples / code issue"
},{
"type": "thumb-down",
"id": "otherDown",
"label":"Other"
}]
[{
"type": "thumb-up",
"id": "easyToUnderstand",
"label":"Easy to understand"
},{
"type": "thumb-up",
"id": "solvedMyProblem",
"label":"Solved my problem"
},{
"type": "thumb-up",
"id": "otherUp",
"label":"Other"
}]
{"lastModified": "Last updated 2021-11-29 UTC."}
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2021-11-29 UTC."]]