h2o | h2o template engine in ruby | GraphQL library
kandi X-RAY | h2o Summary
kandi X-RAY | h2o Summary
h2o template engine in ruby
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Top functions reviewed by kandi - BETA
- Parses the given string .
- Initializes a new Parser
- Initializes a new instance
- Renders the stream .
- Render the given block .
- Reads a template from a file .
- pretty print output .
- Add a node to the stack .
- Returns true if the file exists
h2o Key Features
h2o Examples and Code Snippets
Community Discussions
Trending Discussions on h2o
QUESTION
I am trying to tune the hyperparameters in mlr
using the tuneParams
function. However, I can't make sense of the results it is giving me (or else Im using it incorrectly).
For example, if I create some data with a binary response and then create an mlr
h2o
classification model and then check the accuracy and AUC I will get some values.
Then, if I use tuneParams
on some parameters and find a better accuracy and AUC and then plug them into my model. The resulting accuracy and AUC (for the model) does not match that found by using tuneParams
.
Hopefully the code below will illustrate my issue:
...ANSWER
Answered 2021-May-27 at 15:33You're getting different results because you're evaluating the learner using different train and test data. If I use the same 3-fold CV, I get the same results:
QUESTION
I use targets
as a pipelining tool for an ML project with H2O
.
The main uniqueness of using H2O here is that it creates a new "cluster" (basically a new local process/server which communicates via Rest APIs as far as I understand).
The issue I am having is two-fold.
- How can I stop/operate the cluster within the targets framework in a smart way
- How can I save & load the data/models within the targets framework
A minimum working example I came up with looks like this (being the _targets.R
file):
ANSWER
Answered 2021-May-18 at 15:18I would recommend handling the H2O cluster outside the pipeline in a separate script. That way, tar_visnetwork()
would not start or stop the cluster, and you could more cleanly separate the software engineering from the data analysis.
QUESTION
As the title says. I cannot run h20.init
.
I have already downloaded the 64 bit version of the Java SE Development Kit 8u291. I also downloaded the xgboost library in R (install.packages("xgboost")
). Finally, I have updated all my NVIDIA drivers and downloaded the latest CUDA (although, tbh I don't even know what that does). I followed the steps described in the NVIDIA forums to avoid the crash I had when installing (i.e. remove integration with visual studio). FWIW I'm using a DELL Inspiron 15 Gaming and it has a NVIDIA GTX 1050 with 4GB.
Here's the full code I'm using (straight from the h2o download instructions except for the first line):
...ANSWER
Answered 2021-May-14 at 16:27So... after a lot of poking around I found the answer. Windows Defender ughhh was blocking access to the h2o.jar. The solution was to open PowerShell on the h2o java folder and run the h2o.jar using java -jar h2o.jar
. Then you'll get the security prompt asking you to authorize the program (I've had to do it every time, so you might want to check your settings). Once you do that h2o.init()
runs very smoothly in R.
QUESTION
I'd like to create a randomized data frame in R where the values of the 2nd column = 1st column + number and the next value of the 1st column = 2nd column + number
It would look something like this:
I've tried doing this:
...ANSWER
Answered 2021-May-11 at 19:31I think cumsum
is what you are looking for (and then filling the rows of your data frame):
QUESTION
I have a H2OFrame with two columns and I want to create new column, which is calculated from existing columns (sum of existing columns). How can I create new column in H2OFrame (like mutate() in dplyr) without converting H2OFrame to another frame? Is there any H2O R function doing this?
...ANSWER
Answered 2021-May-08 at 21:55As usual in R
you can create/modify columns of a data.frame
with using the the assignment operator <-
.
QUESTION
I have a measurement in every 10-second interval with a date and I need to put a continuous number in one column for the time. Could you please help me to create a loop in R. example data:
...ANSWER
Answered 2021-May-04 at 12:43To show that actually it works in scenario as per comments
QUESTION
I created the following environment.yml
file from my local Anaconda that contains an openjdk package.
ANSWER
Answered 2021-Apr-28 at 07:15Do you have terminal access? sudo apt install default-jdk
should work on Debian-based systems (such as Ubuntu); or if you need a specific version, e.g. JDK 14: sudo apt install openjdk-14-jdk
Alternatively, there is a guide to installing H2O on Azure in the manual; apparently H2O is available in the Marketplace.
QUESTION
I want to use H2O's Sparkling Water on multi-node clusters in Azure Databricks, interactively and in jobs through RStudio and R notebooks, respectively. I can start an H2O cluster and a Sparkling Water context on a rocker/verse:4.0.3
and a databricksruntime/rbase:latest
(as well as databricksruntime/standard
) Docker container on my local machine but currently not on a Databricks cluster. There seems to be a classic classpath problem.
ANSWER
Answered 2021-Apr-22 at 20:27In my case, I needed to install a "Library" to my Databricks workspace, cluster, or job. I could either upload it or just have Databricks fetch it from Maven coordinates.
In Databricks Workspace:
- click Home icon
- click "Shared" > "Create" > "Library"
- click "Maven" (as "Library Source")
- click "Search packages" link next to "Coordinates" box
- click dropdown box and choose "Maven Central"
- enter
ai.h2o.sparkling-water-package
into the "Query" box - choose recent "Artifact Id" with "Release" that matches your
rsparkling
version, for meai.h2o:sparkling-water-package_2.12:3.32.0.5-1-3.0
- click "Select" under "Options"
- click "Create" to create the Library
- thankfully, this required no changes to my Databricks R Notebook when run as a Databricks job
QUESTION
I'm using a generalized low-rank estimator to infer missing values in a data set regarding sensor readings. I'm using H2O to create and train the model:
...ANSWER
Answered 2021-Apr-07 at 04:45Below is the example found in the docs. It is expected to get MSE as NaN. It may be better to exclude it from the output. Check to see if you get Sum of Squared Error (Numeric)
or use the loss function (objective) as you defined as "quadratic"
.
QUESTION
I need to know which loss functions are used in the h2o gbm and xgboost functions for the gaussian, binomial and multinomial distributions. Unfortunately, my knowledge of Java is very limited and I can't really decipher the source code, and there doesn't seem to be any document clarifying which distribution is associated with which function. I think I gather from here that it's logloss for binomial and MSE for gaussian, but I can't find anything for multinomial. Does anybody here maybe know the answer?
...ANSWER
Answered 2021-Apr-06 at 10:19Thank you for your question. We definitely should provide this information in the documentation. We are working on improving the doc. To answer your question:
The loss function for multinomial classification is softmax for H2O GBM and XGBoost too. H2O GBM is implemented based on this paper: Greedy function approximation: A gradient boosting machine, Jerome H. Friedman 2001. In chapter 4.6. the author nicely explains how it is calculated and why.
Based on loss function the negHalfGradient
method is defined and every distribution implements it individually. For multinomial distribution (here) the implementation is:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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On a UNIX-like operating system, using your system’s package manager is easiest. However, the packaged Ruby version may not be the newest one. There is also an installer for Windows. Managers help you to switch between multiple Ruby versions on your system. Installers can be used to install a specific or multiple Ruby versions. Please refer ruby-lang.org for more information.
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