Hello!
In my iPhone app, I have created a button so that I can retrain my CreateML Linear Regression:
let model = try MLLinearRegressor.init(trainingData: trainingData.base, targetColumn: "Target")
Now I want to use this model in the UI. I know that I can use the model above directly, like following:
let pred = try model.predictions(from: testData)
However, I prefer using .mlmodel files, because I want to receive one prediction at a time, instead of having to input a DataFrame.
I have seen examples where people use the model.write-method to store the .mlmodel on the computer desktop for example, but I want to do it in runtime in the app. Is this possible? And in that case, how can I store the .mlfile and load it again? Can I do it in the app repository?
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Hi!
I am using the HKAnchoredObjectQuery to first get a snapshot of the initial results, and then trigger an updateHandler.
I need to handle the initial results and the updates separately, which is why I implemented two completions.
When I test the code, it works for a while. New and deleted samples trigger the updateHandler. However, after a while there appears an error:
[connection] nw_read_request_report [C2] Receive failed with error "Software caused connection abort"
Followingly, the updateHandler will stop getting triggered when I add updates in Apple health. Anyone have experience with this?
func getMostRecentSample(for sampleType: HKSampleType,
anchorKey: String,
completion: @escaping (HKQuantitySample?, Error?) -> Swift.Void,
updateHandler: @escaping (HKQuantitySample, Error?) -> Swift.Void) {
// If it is the first initialization, anchor is passed as nil
var anchor: HKQueryAnchor? = nil
// Check for previous saved anchor in userdefaults
if UserDefaults.standard.object(forKey: anchorKey) != nil {
let data = UserDefaults.standard.object(forKey: anchorKey) as! Data
do {
guard let newAnchor = try NSKeyedUnarchiver.unarchivedObject(ofClass: HKQueryAnchor.self, from: data) else {
print("Could not parse anchor to HKQueryAnchor type")
return
}
anchor = newAnchor
} catch {
print("Error retreiving anchor from UserDefaults")
}
}
let query = HKAnchoredObjectQuery(type: sampleType,
predicate: nil,
anchor: anchor,
limit: HKObjectQueryNoLimit
) { (query, samplesOrNil, _, newAnchor, errorOrNil) in
guard let samples = samplesOrNil as? [HKQuantitySample] else {
fatalError("*** An error occurred during the initial query: \(errorOrNil!.localizedDescription) ***")
}
if let anchor = newAnchor {
do {
let data = try NSKeyedArchiver.archivedData(withRootObject: anchor as Any, requiringSecureCoding: false)
UserDefaults.standard.set(data, forKey: anchorKey)
} catch {
print("Error retreiving anchor from UserDefaults")
}
}
completion(samples.last, nil)
}
// Setting up long-running query
query.updateHandler = { (query, samplesOrNil, _, newAnchor, errorOrNil) in
guard let samples = samplesOrNil as? [HKQuantitySample] else {
fatalError("*** An error occurred during an update: \(errorOrNil!.localizedDescription) ***")
}
if let anchor = newAnchor {
do {
let data = try NSKeyedArchiver.archivedData(withRootObject: anchor as Any, requiringSecureCoding: false)
UserDefaults.standard.set(data, forKey: anchorKey)
} catch {
print("Error retreiving anchor from UserDefaults")
}
}
if let sample = samples.last {
updateHandler(sample, nil)
}
}
self.healthStore.execute(query)
}