CSES - Datatähti 2024 alku - Results
Submission details
Task:Säähavainnot
Sender:EmuBird
Submission time:2023-11-12 21:20:57 +0200
Language:Java
Status:READY
Result:55
Feedback
groupverdictscore
#1ACCEPTED55.38
Test results
testverdicttimescore
#1ACCEPTED0.89 s7.25details
#2ACCEPTED0.88 s7.5details
#3ACCEPTED0.83 s7details
#4ACCEPTED0.85 s7.13details
#5ACCEPTED0.87 s6.5details
#6ACCEPTED0.81 s7details
#7ACCEPTED0.83 s6.13details
#8ACCEPTED0.84 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) ((int) byteBuffer.get() + 128) / 25F;
            float temperatureHash = (float) ((int) byteBuffer.getShort() | (int) byteBuffer.get() << 15);

            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) {
        Float[] forecast = new Float[12];
        Map<Float, WeatherRecord> weightedRecords = weighRecords(sampleRecords, record.statistics);

        if (weightedRecords.isEmpty()) return forecast;

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

            // 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());
            return deviation > 0.28F ? null : temperature;
        };

        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;
        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);
            weightMap.put(scaledWeight, entry.getValue());
        }

        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) * 5000F +
                    Math.abs(this.minTemperature - target.minTemperature) * 3000F +
                    Math.abs(this.maxTemperature - target.maxTemperature) * 3000F;
        }

        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, 2.2D));
            }
            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
0.15326619 0.072939225 -0.0876...
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
2.6780856 2.591144 2.5708883 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
10.149433 10.172585 9.951294 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
17.41597 17.330032 17.180967 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
-4.324672 -4.2814927 -4.460567...
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
12.619068 12.848098 12.786711 ...
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
-1.7977314 -1.857553 -1.780635...
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
15.188121 15.265803 15.242056 ...
Truncated