CSES - Datatähti 2024 alku - Results
Submission details
Task:Säähavainnot
Sender:EmuBird
Submission time:2023-11-12 18:13:25 +0200
Language:Java
Status:READY
Result:58
Feedback
groupverdictscore
#1ACCEPTED57.63
Test results
testverdicttimescore
#1ACCEPTED0.78 s7.5details
#2ACCEPTED0.73 s7.63details
#3ACCEPTED0.74 s7.38details
#4ACCEPTED0.72 s7.38details
#5ACCEPTED0.75 s7details
#6ACCEPTED0.75 s7.13details
#7ACCEPTED0.77 s6.75details
#8ACCEPTED0.76 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) * 6000F +
                    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, 2.3D));
            }
            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
0.09167844 -0.035210297 0.0994...
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
2.694236 2.6082244 2.54551 2.4...
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
10.151981 10.221442 9.975007 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
17.433607 17.369755 17.253883 ...
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
-4.3161173 -4.274762 -4.344469...
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
12.576297 13.037505 13.024311 ...
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
-1.7924223 -1.8170642 -1.61867...
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
15.062661 15.038083 15.037025 ...
Truncated