Hydrospheredata / sonar

Sonar: reborn

Sonar2

API

Create Metric Specification

POST /monitoring/metricspec
{
    "name": string,
    "modelVersionId": long,
    "config": { <kind specific config> },
    "withHealth": boolean (optional),
    "kind": string
}

200 OK
{
    "name": string,
    "modelVersionId": long,
    "config": { <specific config> },
    "withHealth": boolean (optional),
    "kind": string,
    "id" : string
}

Metric Specification kinds and their configs

• KSMetricSpec – Kolmogorov-Smirnov test

{
    "input": string
}

• RFMetricSpec – Random Forest (through serving app)

{
    "input": string,
    "applicationName": string,
    "threshold": double (optional, only for health)
}

• AEMetricSpec – Autoencoder (through serving app)

{
    "input": string,
    "applicationName": string,
    "threshold": double (optional, only for health)
}

• imageAEMetricSpec – Image Autoencoder

{
    "applicationName": string,
    "threshold": double (optional, only for health)
}

• GANMetricSpec – GAN (through serving app)

{
    "input": string,
    "applicationName": string,
    "applicationSignature": string
}

• LatencyMetricSpec – Request Latency

{
    "interval": long (in seconds),
    "threshold": double (optional, only for health) 
}

• CounterMetricSpec – Request Counter

{
    "interval": long (in seconds)
}

• ErrorRateMetricSpec – Error Rate

{
    "interval": long (in seconds),
    "threshold": double (optional, only for health) 
}

• AccuracyMetricSpec – Prediction Accuracy

{

}

Get Metric Specification

By ID

GET /monitoring/metricspec/{metric-spec-uuid}

200 OK
{
    "name": string,
    "modelVersionId": long,
    "config": { <specific config> },
    "withHealth": boolean (optional),
    "kind": string
    "id": string
}

By Model Version

GET /monitoring/metricspec/modelversion/{model-version-id}

200 OK
[
    {
        "name": string,
        "modelVersionId": long,
        "config": { <specific config> },
        "withHealth": boolean (optional),
        "kind": string
        "id": string,
    },
    ...
]

All

GET /monitoring/metricspec

200 OK
[
    {
        "name": string,
        "modelVersionId": long,
        "config": { <specific config> },
        "withHealth": boolean (optional),
        "kind": string
        "id": string,
    },
    ...
]

Get Metrics

GET /monitoring/metrics?modelVersionId=<long>&interval=<long>&metrics=<string, repeatable>&columnIndex=<string, optional>

200 OK
[
    {
        "name": string,
        "value": double,
        "labels": {
            "modelVersionId": string
        },
        "health": int (0 or 1, nullable),
        "timestamp": long (seconds)
    },
    ...
]

Metric Names

• Kolmogorov-Smirnov
  • kolmogorovsmirnov
  • kolmogorovsmirnov_level
• Autoencoder
  • autoencoder_reconstructed
• Random Forest
  • randomforest
• GAN
  • gan_outlier
  • gan_inlier
• Request Latency
  • latency
• Request Counter
  • counter
• Error Rate
  • error_rate
• Prediction Accuracy
  • accuracy

Get Profiles

GET /monitoring/profiles/{model-version-id}/{field-name}

200 OK
{
    "training": {<type specific profile>} (nullable),
    "production": {<type specific profile>} (nullable)
}

Profile Types

• NumericalProfile

{
    "name": string (field name),
    "modelVersionId": long,
    "commonStatistics": {
        "count": long,
        "distinctCount": long,
        "missing": long
    },
    "quantileStatistics": {
        "min": double,
        "max": double,
        "median": double,
        "percentile5": double,
        "percentile95": double,
        "q1": double,
        "q3": double,
        "range": double,
        "interquartileRange": double
    },
    "descriptiveStatistics": {
        "standardDeviation": double,
        "variationCoef": double,
        "kurtosis": double,
        "mean": double,
        "skewness": double (nullable),
        "variance": double
    },
    "histogram": {
        "min": double,
        "max": double,
        "step": double,
        "bars": int,
        "frequencies": [
            int,
            ...
        ],
        "bins": [
            double,
            ...
        ]
    },
    "kind":"NumericalProfile"
    }
}

Getting field names

GET /monitoring/fields/{model-version-id}

200 OK
[
    string,
    ...
]

Training data upload

Start processing

POST /monitoring/profiles/batch/{model-version-id}
Transfer-Encoding: chunked
<chunked csv-body>

200 OK
"ok"

Get processing status

GET /monitoring/profiles/batch/{model-version-id}/status

200 OK
{
    "kind": string
}

Statuses:

• Success
• Failure
• Processing
• NotRegistered

Get training data for a model

GET /monitoring/training_data?modelVersionId={model-version-id}

200 OK
[
    "s3://bucket/data1.csv",
    "s3://bucket/data2.csv"
]