CSES - Datatähti 2024 alku - Results
Submission details
Task:Säähavainnot
Sender:EmuBird
Submission time:2023-11-12 18:19:56 +0200
Language:Java
Status:READY
Result:57
Feedback
groupverdictscore
#1ACCEPTED57.38
Test results
testverdicttimescore
#1ACCEPTED0.79 s7.5details
#2ACCEPTED0.78 s7.38details
#3ACCEPTED0.79 s7.38details
#4ACCEPTED0.78 s7.25details
#5ACCEPTED0.74 s7.13details
#6ACCEPTED0.75 s7.25details
#7ACCEPTED0.81 s6.63details
#8ACCEPTED0.78 s6.88details

Code

import java.io.*;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.*;
import java.util.function.BiFunction;
import java.util.stream.Collectors;
import java.util.zip.GZIPInputStream;

public class WeatherBundled {
    public static void main(String[] args) {
        WeatherRecord[] sampleRecords = readSampleData();

        Scanner input = new Scanner(System.in);
        int n = Integer.parseInt(input.nextLine());

        for (; n > 0; n--) {
            float[] measurements = WeatherRecord.readMeasurementsFromString(input.nextLine());
            if (measurements == null) {
                // I don't even want to guess if it's outside the training data.
                System.out.println(" ?".repeat(12).substring(1));
            } else {
                WeatherRecord record = new WeatherRecord(measurements);

                Float[] forecast = generateForecast(sampleRecords, record);

                System.out.println(Arrays.stream(forecast).map((value) -> value == null ? "?" : String.valueOf(value.floatValue())).collect(Collectors.joining(" ")));
            }
        }
    }

    private static WeatherRecord[] readSampleData() {
        // This data originates from the sample data but has been preprocessed, filtered and compressed already to fit in this code file.
        String in = new StringBuilder()
                .append("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")
                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")
                .toString();

        List<WeatherRecord> weatherRecords = new ArrayList<>();

        // Read and decompress data
        ByteBuffer byteBuffer;
        try {
            GZIPInputStream gzipInput = new GZIPInputStream(new ByteArrayInputStream(Base64.getDecoder().decode(in.getBytes(StandardCharsets.UTF_8))));
            byteBuffer = ByteBuffer.wrap(gzipInput.readAllBytes());
        } catch (IOException e) {
            throw new RuntimeException(e);
        }

        // Read data
        while (byteBuffer.hasRemaining()) {
            float minTemperature = (float) byteBuffer.getShort() / 10F;
            float maxTemperature = (float) byteBuffer.getShort() / 10F;
            float stdev = (float) byteBuffer.getShort() / 3000F;
            float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15) / 10F;

            float[] measurements = new float[36];
            measurements[23] = (float) byteBuffer.getShort() / 10F;
            float lastTemperature = measurements[23];

            for (int i = 24; i < measurements.length; i++) {
                float temperatureDelta = (float) byteBuffer.get() / 10F;
                measurements[i] = (lastTemperature += temperatureDelta);
            }

            weatherRecords.add(new WeatherRecord(measurements, new WeatherStatistics(minTemperature, maxTemperature, stdev, temperatureHash)));
        }

        return weatherRecords.toArray(new WeatherRecord[0]);
    }

    private static Float[] generateForecast(WeatherRecord[] sampleRecords, WeatherRecord record) {
        Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);

        BiFunction<Integer, Float, Float> predict = (hour, offset) -> {
            float temperature = offset;
            boolean uncertain = false;

            // Weighted average of suitable records
            for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
                temperature += entry.getValue().measurements[hour] * entry.getKey();
            }

            // Estimate reliability by calculating (standard-ish) deviation.
            double deviationSquaredAbsolute = 0F;
            for (Map.Entry<Float, WeatherRecord> entry : weightedRecords.entrySet()) {
                deviationSquaredAbsolute += (double)entry.getKey() * Math.pow(entry.getValue().measurements[hour] - temperature, 2);
            }
            double deviation = Math.sqrt(deviationSquaredAbsolute / (double) weightedRecords.size());

            if (deviation > 0.28F) {
                uncertain = true;
            }

            return uncertain ? null : temperature;
        };

        Float[] forecast = new Float[12];

        Float initialPrediction = predict.apply(23, 0F);
        if (initialPrediction != null) {
            float offset = record.measurements[23] - initialPrediction;

            for (int hour = 24; hour < 36; hour++) {
                forecast[hour - 24] = predict.apply(hour, offset);
            }
        }

        return forecast;
    }

    /**
     * Weighs the given sample records in accordance with their suitability to forecast for a given target.
     * @return A sorted map with weight percentage as key and record as value. Pairs with suitability below a threshold will not appear.
     */
    private static Map<Float, WeatherRecord> weighRecords(WeatherRecord[] sampleRecords, WeatherStatistics target) {
        SortedMap<Float, WeatherRecord> suitabilityMap = new TreeMap<>(Comparator.reverseOrder());
        double exponent = 2D;
        float totalWeight = 0F;
        double totalSuitabilitiesSquared = 0F;
        for (WeatherRecord sampleRecord : sampleRecords) {
            float unsuitability = sampleRecord.statistics.calculateUnsuitability(target);

            if (unsuitability < 24300F) {
                if (unsuitability == 0F) {
                    Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
                    weightMap.put(1F, sampleRecord);
                    return weightMap;
                }
                float suitability = 30000F / unsuitability;
                totalSuitabilitiesSquared += Math.pow(suitability, exponent);
                suitabilityMap.put(suitability, sampleRecord);
            }
        }

        Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
        double divisor = Math.pow(totalSuitabilitiesSquared, 1D / exponent);
        for (Map.Entry<Float, WeatherRecord> entry : suitabilityMap.entrySet()) {
            float scaledWeight = (float)Math.pow(entry.getKey() / divisor, exponent);
            totalWeight += scaledWeight;
            weightMap.put(scaledWeight, entry.getValue());
        }

        assert totalWeight >= 0.99F && totalWeight <= 0.99F;

        return weightMap;
    }

    public static class WeatherRecord {
        public float[] measurements;
        public WeatherStatistics statistics;

        public WeatherRecord(float[] measurements, WeatherStatistics statistics) {
            this.measurements = measurements;
            this.statistics = statistics;
        }

        public WeatherRecord(float[] measurements) {
            this(measurements, new WeatherStatistics(measurements));
        }

        /**
         * @return An array of floats (objects, may be null). Returns null if an element exceeds the bounds of normal temperatures.
         */
        public static float[] readMeasurementsFromString(String inputString) {
            String[] input = inputString.trim().split(" ");
            float[] parsed = new float[input.length];
            for (int i = 0; i < input.length; i++) {
                float value = Float.parseFloat(input[i]);
                if (value < -38F || value > 34F) {
                    return null;
                }
                parsed[i] = value;
            }
            return parsed;
        }
    }

    public static class WeatherStatistics {
        public float minTemperature;
        public float maxTemperature;
        public float stdev;
        public float temperatureHash;

        public WeatherStatistics(float minTemperature, float maxTemperature, float stdev, float temperatureHash) {
            this.minTemperature = minTemperature;
            this.maxTemperature = maxTemperature;
            this.stdev = stdev;
            this.temperatureHash = temperatureHash;
        }

        /***
         * Generates the stats for the first 24 measurements of the given array.
         */
        public WeatherStatistics(float[] measurements) {
            assert measurements.length >= 24;

            // Stats are calculated for the first 24 measurement values
            float[] beginning = Arrays.copyOf(measurements, 24);

            this.minTemperature = calculateMinTemperature(beginning);
            this.maxTemperature = calculateMaxTemperature(beginning);
            this.stdev = calculateStdev(beginning);
            this.temperatureHash = calculateTemperatureHash(beginning);
        }

        public float calculateUnsuitability(WeatherStatistics target) {
            return Math.abs(this.temperatureHash - target.temperatureHash) +
                    Math.abs(this.stdev - target.stdev) * 5700F +
                    Math.abs(this.minTemperature - target.minTemperature) * 4000F +
                    Math.abs(this.maxTemperature - target.maxTemperature) * 4000F;
        }

        private static float calculateMinTemperature(float[] measurements) {
            return calculateMinMaxTemperature(true, measurements);
        }

        private static float calculateMaxTemperature(float[] measurements) {
            return calculateMinMaxTemperature(false, measurements);
        }

        private static float calculateMinMaxTemperature(boolean min, float[] measurements) {
            float best = measurements[0];
            for (float measurement : measurements) {
                if (min ? measurement < best : measurement > best) {
                    best = measurement;
                }
            }
            return best;
        }

        private static float calculateAverage(float[] measurements) {
            float sum = 0F;
            for (float measurement : measurements) {
                sum += measurement;
            }
            return sum / measurements.length;
        }

        private static float calculateStdev(float[] measurements) {
            float average = calculateAverage(measurements);
            double stdev_squared = 0F;
            for (float measurement : measurements) {
                stdev_squared += Math.pow(measurement - average, 2) / (double)(measurements.length - 1);
            }
            return (float) Math.sqrt(stdev_squared);
        }

        private static float calculateTemperatureHash(float[] measurements) {
            float hash = 0F;
            for (int i = 0; i < measurements.length; i++) {
                hash += (float) (measurements[i] * Math.pow(i + 1, 2.25D));
            }
            return hash;
        }
    }
}

Test details

Test 1

Verdict: ACCEPTED

input
1000
-0.4 -0.1 -0.2 -0.3 -0.4 -0.5 ...

correct output
0.4 0.4 0.5 0.8 0.9 1.1 1.3 1....

user output
0.3514263 0.57327116 0.8656225...
Truncated

Test 2

Verdict: ACCEPTED

input
1000
2.9 2.9 2.9 2.1 2.6 2 2 2.2 2....

correct output
2.3 1.6 1.5 1.1 1 0.7 0.6 0.8 ...

user output
2.7046576 2.605559 2.575747 2....
Truncated

Test 3

Verdict: ACCEPTED

input
1000
6.6 6 6.4 6 4.6 4.6 4.2 4.3 4....

correct output
10 10.9 10.3 10.1 9.1 7.3 5.7 ...

user output
10.118857 10.190842 9.972552 9...
Truncated

Test 4

Verdict: ACCEPTED

input
1000
19.4 20.2 19.1 18.9 18.3 17.3 ...

correct output
18 18.2 17 17.5 17.2 16.2 12 8...

user output
17.416147 17.404318 17.21798 1...
Truncated

Test 5

Verdict: ACCEPTED

input
1000
-5.7 -5.8 -5.8 -5.9 -7.1 -6.9 ...

correct output
-4.2 -4.1 -4 -3.8 -3.5 -3.2 -3...

user output
-4.4229827 -4.4936824 -4.62338...
Truncated

Test 6

Verdict: ACCEPTED

input
1000
14.8 14.8 15.4 12.9 11.8 9.7 9...

correct output
11.8 11 11.6 10.8 10.4 10.4 10...

user output
12.6238785 12.8589115 12.89504...
Truncated

Test 7

Verdict: ACCEPTED

input
1000
0.7 1 2 1.4 0.6 -0.4 -0.9 -0.7...

correct output
-1.3 -0.5 -0.6 -1 -3.2 -7.2 -6...

user output
-1.8172965 -1.8470318 -1.68181...
Truncated

Test 8

Verdict: ACCEPTED

input
1000
15.1 15.3 14.9 14.4 14.4 13.7 ...

correct output
15.6 15.9 16 15.2 14.6 14.4 13...

user output
15.337702 15.121206 15.116664 ...
Truncated