ludwig | Data-centric declarative deep learning framework | Machine Learning library
kandi X-RAY | ludwig Summary
kandi X-RAY | ludwig Summary
translated in korean/. ludwig is a data-centric deep learning framework that allows users to train and test deep learning models by specifying a declarative configuration that matches the schema of the data. it is built on top of pytorch. to train a model all you need to provide is a file containing your data, a list of columns to use as inputs, and a list of columns to use as outputs, ludwig will do the rest. simple commands can be used to train models both locally and in a distributed way, and to use them to predict new data. a programmatic api is also available to use ludwig from python. a suite of visualization tools allows you to analyze models' training and test performance and to compare them. ludwig is built
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Top functions reviewed by kandi - BETA
- Train the model .
- Run hyperopt .
- Execute RayTuneResults .
- Cross validation .
- Execute the experiment CLI .
- Compute confidence thresholding 2d .
- Wrapper for train_cli .
- Implementation of hyperopt .
- Compares the two classifiers for the comparison .
- Compute the confidence thresholding data vs the predicted class .
ludwig Key Features
ludwig Examples and Code Snippets
Lines of Code : 61License : Permissive (MIT)
Copy{
"model": {
"output_dir": "output/test",
# padding mode, passed directly to tf.pad
"pad_mode": "constant",
"filters": [16, 16, 32, 64],
# size of image fed to classifier,set to 64 for black-canvas setting (no
# input_features:
- name: sentence
type: text
output_features:
- name: class
type: category
input_features:
- name: sentence
type: text
encoder: transformer
layers: 6
embedding_size: 512
output_features:
- name: class
type: category
./k-fold_cv_classification.sh
Cleaning out old results
Downloading data set
Preparing data for training
Saving training and test data sets
Preparing Ludwig config
Completed data preparation
Training: 100%|████████████████████████████████████████████ #!/usr/bin/env python
# Download and prepare training data set
# Create Ludwig config file
#
# Based on the
# [UCI Wisconsin Breast Cancer data set](https://archive.ics.uci.edu/ml/datasets/breast+cancer+wisconsin+(original))
#
import os.path
import #!/usr/bin/env python
# # Multiple Model Training Example
#
# This example trains multiple models and extracts training statistics
import glob
import logging
import os
import shutil
from collections import namedtuple
import yaml
# ## Import requi #!/usr/bin/env python
import copy
import logging
import shutil
import numpy as np
import yaml
import ludwig.visualize
from ludwig.api import LudwigModel
from ludwig.datasets import mushroom_edibility
# clean out prior results
shutil.rmtree("./res Community Discussions
Trending Discussions on ludwig
QUESTION
Thank you for looking at my question, and happy new year!
My problem/question: I have a dataframe column containing a list of names like this (some also repeating):
...ANSWER
Answered 2022-Jan-24 at 15:44Writing a dictionary using read.table().
QUESTION
I have a form with one input element. When the form is submitted, I want it to be pushed to the array of messages. This code does it only once. When the form is submitted for the second time, it only changes the value of the last message instead of adding a new value after it.
...ANSWER
Answered 2021-Dec-21 at 18:27chat needs to be a state variable. So you can use something like the follow:
QUESTION
I have a question. Currently, I am working on project to extract data from pdf invoice. I am facing a problem regarding data extraction. Following code is for extracting the data.
...ANSWER
Answered 2021-Oct-09 at 12:20Your indexing logic is off, and you never increment i. Also, it's unclear what the first if condition is for. Try this instead:
QUESTION
Given the following code:
https://xsltfiddle.liberty-development.net/pNEj9dR
i have not managed to get as output the parentheses i need around each variable. Iitry with: ({sbf[@cd = 'a']})
The above will output () whenever {sbf[@cd = 'a']} does not exist. Desired output:
...ANSWER
Answered 2021-Aug-25 at 22:14The previous answer already showed you to output some characters only when your data exists by using it at the right side of the map operator !: {sbf[@cd = 'a']!('(',.,')')}. That might introduce spaces so perhaps you rather want {sbf[@cd = 'a']!('(' || . || ')')}.
QUESTION
input xml
...ANSWER
Answered 2021-Aug-24 at 07:50If you use
QUESTION
Christoph Kolumbus
John Diter
Julie Nat
Darius Milhaud
Erich kleiber
Franz Ludwig Horth
Christoph Kolumbus
Serg
Mak
DarMil
Erikl
LudHorth
Chris Prante
"Chris Dietz"
ANSWER
Answered 2021-Aug-23 at 12:30It is kind of hard to cater for all options of missing or existing items, perhaps the following helps as it outputs certain separators only if the item itself exists; nevertheless I haven't got the exact output, hopefully you can adjust the code to your needs:
QUESTION
There is a thatre establishment that has a number of theatre groups. Each groups is either international or not. For some reason it is necessary that each international group has at least one female actor , aka. actress. If there exists even one international group without any female actor, function checkGenderEquality must return false.
ANSWER
Answered 2021-May-31 at 10:27If the group.international === false, you don't need to check the actors. if the group.international === true, you need to check actors.
Updated: replace filter with every and some
QUESTION
The docs for MultiEntry indexes say any Indexable Type can be used.
Arrays are indexable types. Therefore it should be possible to index arrays of arrays and so on, right?
However, I couldn't find any examples or figure out how to query these.
Basically, what I want is something like:
...ANSWER
Answered 2021-May-22 at 21:35That's right. Each entry in the properties array is an array of two strings - and that inner array itself is indexable and may act as an indexable entry.
So to find all books that has subject economics, do
QUESTION
I'm currently struggeling with my BibLaTeX file. I wanna turn these two infos into bold.
I'm using the template below and cannot find the right place to insert a textbf or a mkbibbold property and even don't know if this is the right property in this use case. Every attempt is failing and / or crashing my whole project.
Here is a mre (Thanks to @samcarter_is_at_topanswers.xyz) The %%%%% area is where the magic happens..
regards and stay healthy!
...ANSWER
Answered 2021-May-18 at 12:57As a quick hack, you could redefine:
QUESTION
I'm newbie with a newbie question that couldn't find the answer (here or on Google).
I'm learning write functions and don't understand why this happening.
The code:
...ANSWER
Answered 2021-May-17 at 20:48nbers is not in the global scope, it's only in the scope of draw, meaning it can only be accessed from within draw. You could return it rather than printing it so that you can access it outside of draw:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install ludwig
ludwig[text] for text dependencies.
ludwig[audio] for audio and speech dependencies.
ludwig[image] for image dependencies.
ludwig[hyperopt] for hyperparameter optimization dependencies.
ludwig[horovod] for distributed training dependencies.
ludwig[serve] for serving dependencies.
ludwig[viz] for visualization dependencies.
ludwig[test] for dependencies needed for testing.
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