tri.timeseries.io.TimeSeriesProcessor.kt Maven / Gradle / Ivy
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/*-
* #%L
* coda-data
* --
* Copyright (C) 2020 - 2023 Elisha Peterson
* --
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
* #L%
*/
package tri.timeseries.io
import tri.timeseries.MetricInfo
import tri.timeseries.TimeSeries
import tri.util.measureTime
/** Tool that supports both reading and processing input data to a normalized format, and storing that data locally so next time it can be more quickly retrieved. */
abstract class TimeSeriesProcessor {
/** Load data by source. */
fun data(source: String? = null) = loadProcessedData()?.bySource(source) ?: reloadRawData().bySource(source)
//region DATA LOADING
/** Forces data to be reprocessed from source files. */
fun reloadRawData(): List {
val raw = loadRaw()
if (raw.isNotEmpty()) {
measureTime {
saveProcessed(raw)
}.let {
processingNote("Saved ${raw.size} time series using ${this::class.simpleName} in $it.")
}
return raw
}
processingNote("No data returned when loading data from $this.")
return listOf()
}
/** Loads already processed data, if present. */
fun loadProcessedData(): List? {
val processed = loadProcessed()
if (processed.isNotEmpty()) {
return processed
}
return null
}
//endregion
/** List of metric/qualifier pairs provided by this processor. */
abstract fun metricsProvided(): Set
/** Load data from original source. */
abstract fun loadRaw(): List
/** Saves processed data, so it can be retrieved more quickly later. */
abstract fun saveProcessed(data: List)
/** Load data from local source/cache, if possible. */
abstract fun loadProcessed(): List
private fun List.bySource(source: String? = null) = if (source == null) this else filter { it.source == source }
}
internal fun processingNote(text: String) = println("[${ansiYellow("DATA")}] $text")
private fun ansiYellow(text: String) = "$ANSI_YELLOW$text$ANSI_RESET"
private const val ANSI_YELLOW = "\u001B[33m"
private const val ANSI_RESET = "\u001B[0m"
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