How to write a predict function for mlr predict to upload in AzureML as webservice?
$begingroup$
I am trying to upload a R Model in AzureML as webservice, for the linear model like Regression I use
PredictAction <- function(inputdata){
predict(RegModel, inputdata, type="response")
}
This is working perfectly fine in Azure.
When I use mlr package for classification with predict type probability, the predict function I have to write as,
PredictAction <- function(inputdata){
require(mlr)
predict(randomForest,newdata=inputdata)
}
When calling the
publishWebService(ws, fun, name, inputSchema)
It produces an Error as
converting `inputSchema` to data frame
Error in convertArgsToAMLschema(lapply(x, class)) :
Error: data type "table" not supported
as the predict function produces a table which I don't know how to convert or modify, so I give the outputschema
publishWebService(ws, fun, name, inputSchema,outputschema)
I am not sure how to specify the outputschema
https://cran.r-project.org/web/packages/AzureML/AzureML.pdf
outputschema is a list,
the predict function from mlr produces the output of class
class(pred_randomForest)
"PredictionClassif" "Prediction"
and the data output is a dataframe
class(pred_randomForest$data)
"data.frame"
I am seeking help on the syntax for outputschema in publishWebService function, or whether I have to add any other arguments of the function, Thanks in advance
machine-learning r azure-ml
asked 8 mins ago
premprem
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
I am trying to upload a R Model in AzureML as webservice, for the linear model like Regression I use
PredictAction <- function(inputdata){
predict(RegModel, inputdata, type="response")
}
This is working perfectly fine in Azure.
When I use mlr package for classification with predict type probability, the predict function I have to write as,
PredictAction <- function(inputdata){
require(mlr)
predict(randomForest,newdata=inputdata)
}
When calling the
publishWebService(ws, fun, name, inputSchema)
It produces an Error as
converting `inputSchema` to data frame
Error in convertArgsToAMLschema(lapply(x, class)) :
Error: data type "table" not supported
as the predict function produces a table which I don't know how to convert or modify, so I give the outputschema
publishWebService(ws, fun, name, inputSchema,outputschema)
I am not sure how to specify the outputschema
https://cran.r-project.org/web/packages/AzureML/AzureML.pdf
outputschema is a list,
the predict function from mlr produces the output of class
class(pred_randomForest)
"PredictionClassif" "Prediction"
and the data output is a dataframe
class(pred_randomForest$data)
"data.frame"
I am seeking help on the syntax for outputschema in publishWebService function, or whether I have to add any other arguments of the function, Thanks in advance
machine-learning r azure-ml
asked 8 mins ago
premprem
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
I am trying to upload a R Model in AzureML as webservice, for the linear model like Regression I use
PredictAction <- function(inputdata){
predict(RegModel, inputdata, type="response")
}
This is working perfectly fine in Azure.
When I use mlr package for classification with predict type probability, the predict function I have to write as,
PredictAction <- function(inputdata){
require(mlr)
predict(randomForest,newdata=inputdata)
}
When calling the
publishWebService(ws, fun, name, inputSchema)
It produces an Error as
converting `inputSchema` to data frame
Error in convertArgsToAMLschema(lapply(x, class)) :
Error: data type "table" not supported
as the predict function produces a table which I don't know how to convert or modify, so I give the outputschema
publishWebService(ws, fun, name, inputSchema,outputschema)
I am not sure how to specify the outputschema
https://cran.r-project.org/web/packages/AzureML/AzureML.pdf
outputschema is a list,
the predict function from mlr produces the output of class
class(pred_randomForest)
"PredictionClassif" "Prediction"
and the data output is a dataframe
class(pred_randomForest$data)
"data.frame"
I am seeking help on the syntax for outputschema in publishWebService function, or whether I have to add any other arguments of the function, Thanks in advance
machine-learning r azure-ml
asked 8 mins ago
premprem
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
I am trying to upload a R Model in AzureML as webservice, for the linear model like Regression I use
PredictAction <- function(inputdata){
predict(RegModel, inputdata, type="response")
}
This is working perfectly fine in Azure.
When I use mlr package for classification with predict type probability, the predict function I have to write as,
PredictAction <- function(inputdata){
require(mlr)
predict(randomForest,newdata=inputdata)
}
When calling the
publishWebService(ws, fun, name, inputSchema)
It produces an Error as
converting `inputSchema` to data frame
Error in convertArgsToAMLschema(lapply(x, class)) :
Error: data type "table" not supported
as the predict function produces a table which I don't know how to convert or modify, so I give the outputschema
publishWebService(ws, fun, name, inputSchema,outputschema)
I am not sure how to specify the outputschema
https://cran.r-project.org/web/packages/AzureML/AzureML.pdf
outputschema is a list,
the predict function from mlr produces the output of class
class(pred_randomForest)
"PredictionClassif" "Prediction"
and the data output is a dataframe
class(pred_randomForest$data)
"data.frame"
I am seeking help on the syntax for outputschema in publishWebService function, or whether I have to add any other arguments of the function, Thanks in advance
machine-learning r azure-ml
machine-learning r azure-ml
asked 8 mins ago
premprem
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 8 mins ago
premprem
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 8 mins ago
premprem
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
asked 8 mins ago
premprem
1
asked 8 mins ago
premprem
1
1
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
prem is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
add a comment |
add a comment |
0
active
oldest
votes
StackExchange.ifUsing("editor", function () {
return StackExchange.using("mathjaxEditing", function () {
StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix) {
StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
});
});
}, "mathjax-editing");
StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "557"
};
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function() {
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled) {
StackExchange.using("snippets", function() {
createEditor();
});
}
else {
createEditor();
}
});
function createEditor() {
StackExchange.prepareEditor({
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: false,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: null,
bindNavPrevention: true,
postfix: "",
imageUploader: {
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
},
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
});
}
});
prem is a new contributor. Be nice, and check out our Code of Conduct.
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f48401%2fhow-to-write-a-predict-function-for-mlr-predict-to-upload-in-azureml-as-webservi%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
0
active
oldest
votes
0
active
oldest
votes
active
oldest
votes
active
oldest
votes
prem is a new contributor. Be nice, and check out our Code of Conduct.
prem is a new contributor. Be nice, and check out our Code of Conduct.
prem is a new contributor. Be nice, and check out our Code of Conduct.
prem is a new contributor. Be nice, and check out our Code of Conduct.
Thanks for contributing an answer to Data Science Stack Exchange!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
Use MathJax to format equations. MathJax reference.
To learn more, see our tips on writing great answers.
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f48401%2fhow-to-write-a-predict-function-for-mlr-predict-to-upload-in-azureml-as-webservi%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
