linnea | experimental tool for the automatic generation | Machine Learning library
kandi X-RAY | linnea Summary
kandi X-RAY | linnea Summary
Linnea is a prototype of a compiler/program synthesis tool that automates the translation of the mathematical description of a linear algebra problem to an efficient sequence of calls to BLAS and LAPACK kernels. The main idea of Linnea is to construct a search graph that represents a large number of programs, taking into account knowledge about linear algebra, numerical linear algebra and high-performance computing. The algebraic nature of the domain is used to reduce the size of the search graph, without reducing the size of the search space that is explored. The input to Linnea are linear algebra expressions. As operands, matrices, vectors and scalars are supported. Operands can be annotated with properties, such as 'lower triangular' or 'symmetric'. Supported operations are addition, multiplication, transposition and inversion. At the moment, Linnea generates Julia code (see using BLAS and LAPACK wrappers whenever possible.
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Top functions reviewed by kandi - BETA
- Add an operation to the kernel
- Convert storage format to target format
- Remove a memory operation
- Create a new MemoryLocation from an existing location
- Generates all possible kernel combinations
- Replaces symbols in expr
- Replace all operands with old
- Replace old symbols with new
- Generate a trace from an example
- Write the output
- Read the results from the experiment
- Export a list of equations
- Decomposes sum op
- Calculate the k - best solution for each iteration
- Solve the problem
- Process data for each thread
- Run a linnea
- Measure performance of a given experiment
- Generate scripts
- Read k - best results from kbest results
- Set the match object
- Write the output to disk
- Process k best - best data
- Load experiment configuration
- Check the validity of the equation
- Sets the result of the match function
- Generate matrix chain
linnea Key Features
linnea Examples and Code Snippets
using LinearAlgebra.BLAS
using LinearAlgebra
"""
algorithm0(ml0::Array{Float64,2}, ml1::Array{Float64,1})
# Arguments
- `ml0::Array{Float64,2}`: Operand L of size 1000 x 1000 with properties LowerTriangular, Non-singular.
- `ml1::Array{Float64,
@article{barthels2019,
author = {Henrik Barthels and Christos Psarras and Paolo Bientinesi},
title = {{L}innea: {A}utomatic {G}eneration of {E}fficient {L}inear {A}lgebra {P}rograms},
journal = {CoRR},
volume = {ab
n = 1000
L = Matrix("L", (n, n))
L.set_property(Property.LOWER_TRIANGULAR)
L.set_property(Property.FULL_RANK)
x = Vector("x", (n, 1))
y = Vector("y", (n, 1))
input = Equations(Equal(y, Times(Inverse(L), x)))
from selenium import webdriver
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.common.by import By
from selenium.webdriver.support import expected_conditions as EC
from selenium.common.exceptions import Time
Community Discussions
Trending Discussions on linnea
QUESTION
type table = string * string list * string list list;;
let studentTable = ("Student",
["ID";"Name";"Gender";"Course"],
[["2";"Jim";"Male";"Geography"];
["4";"Linnea";"Female";"Economics"];
["7";"Steve";"Male";"Informatics"];
["9";"Hannah";"Female";"Geography"]]);;
let rec restrictMatch(attribute,value,attributeList,dataList) =
match (attribute,value,attributeList,dataList) with
([],_,_,_) -> false
| (_,[],_,_) -> false
| (_,_,[],_) -> false
| (_,_,_,[]) -> false
| ((wh::wt),value,(ah::at),(h::t)) ->
if wh=ah && value=h
then true
else restrictMatch(attribute,value,at,t)
let rec restrictRows(attribute,value,attributeList,dataList) =
match (attributeList,dataList) with
(_,[]) -> []
| ([],_) -> []
| ((ah::at),(h::t)) ->
if restrictMatch(attribute,value,attributeList,h)
then h::restrictRows(attribute,value,attributeList,t)
else restrictRows(attribute,value,attributeList,t)
let restriction (attribute,value,table) =
match table with
(name,attributeList,dataList)->
(attributeList,restrictRows(attribute,value,attributeList,dataList))
...ANSWER
Answered 2021-May-20 at 22:14The type checker is 100% sure that you are using attribute
as list.
And indeed, you are comparing attribute
with the empty list in:
QUESTION
I offered to help a friend with a problem, and am quickly realizing it is beyond my skills. I am interested in filtering to delete records of a group which fall on or after the first record of another group.
I am grouping by 'species', 'year', and 'sex', and would like to remove any records where 'sex' is "f" which occur after the first 'observation_doy' of the "m". In this example, the records I would like to delete are indicated in bold.
...ANSWER
Answered 2020-Sep-29 at 18:21This can be acomplished with a join.
QUESTION
I am a newbie working with Django. I need a simple example. How to submit the form (post) without refreshing page using Django, Ajax, jQuery?
This is my form, views, and template:
views.py
...ANSWER
Answered 2020-Mar-02 at 16:23The error message is extremely clear.
Creating a ModelForm without either the 'fields' attribute or the 'exclude' attribute is prohibited; form AdvertForm needs updating.
You need to update AdvertForm
to include either a fields
or exclude
attribute.
QUESTION
I am creating a hash that contains names of 4 people. I would like a user to under one of the names and get the profession. At the same time I want the program to continue to ask for entering name if the name input was wrong. However when I run my code, it goes into infinite while loop when name is not found. Any clues how to fix this?
...ANSWER
Answered 2018-Oct-13 at 15:30You're resetting $var only if the name is found.
Move this line...
$var = 0
After the if/else.
You also need to move this line...
chomp(my $name = );
Inside the while loop, before the if.
QUESTION
I am trying to make a module that would allow to create a table in ocaml. It would do a query called project
to limit the table's values. However on the last line of the definition of the function chooser I am getting syntax error.
ANSWER
Answered 2018-May-05 at 17:35These lines have at least two syntax problems:
QUESTION
I am getting syntax error on the line "module usingTable : TABLE =" and the word usingTable is highlighted red when I try to run this code in oCaml. I want to create table of the format as in the execution example bellow. What is wrong with it? The environment I am using is this one https://try.ocamlpro.com/fun-demo/tryocaml_index.html#path%3Dtries as I couldn't understand how to use cygwin or oCaml Bash in windows.
...ANSWER
Answered 2018-Apr-28 at 23:19As suggested in my comment, you may want to take a look at some additional references before focusing again on this code example (which contained not only syntax errors but also type errors).
For example, I'd suggest the following links:
- the official OCaml tutorials, in particular you may first look at:
- the so-called 99 problems in OCaml (a collection of quite standard exercises);
- the Real World OCaml (an online book providing a comprehensive insight on OCaml);
- the official OCaml reference manual;
- and it might also be useful to have by hand the URL of the doc of the Pervasives module (i.e., the module of the standard library that is always loaded by default);
- finally the OCaml programming guidelines page may be of some help if you are looking for a compilation of "standard style recommendations / best practices".
QUESTION
I am getting error when I define a type as: type table = (string * (string * string list) list)
for encoding this value:
ANSWER
Answered 2018-Apr-29 at 02:17First, your expresion isn't syntactically valid. It's missing ])
at the end.
OCaml infers the types of things, so once you have a valid expression you can ask the toplevel for the type:
QUESTION
While matching the data bellow
...ANSWER
Answered 2018-Apr-29 at 13:13To avoid confusion with the definition of atable
, the code of printTable
you wish to write is the following :
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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No vulnerabilities reported
Install linnea
If you intend to contribute to Linnea, you can install it from local sources by running pip install -e . in your local development directory.
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