CSES - Datatähti 2024 alku - Results
Submission details
Task:Säähavainnot
Sender:EmuBird
Submission time:2023-11-12 23:31:05 +0200
Language:Java
Status:READY
Result:37
Feedback
groupverdictscore
#1ACCEPTED37.13
Test results
testverdicttimescore
#1ACCEPTED0.66 s4.75details
#2ACCEPTED0.65 s5.5details
#3ACCEPTED0.72 s5details
#4ACCEPTED0.70 s4.88details
#5ACCEPTED0.64 s4.38details
#6ACCEPTED0.72 s4.13details
#7ACCEPTED0.65 s3.75details
#8ACCEPTED0.66 s4.75details

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() {
        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) / 20F;
            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 > 0.58F ? 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 < 75000F) {
                if (unsuitability == 0F) {
                    Map<Float, WeatherRecord> weightMap = new LinkedHashMap<>();
                    weightMap.put(1F, sampleRecord);
                    return weightMap;
                }
                float suitability = 100000F / 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) * 5000F +
                    Math.abs(this.maxTemperature - target.maxTemperature) * 5000F;
        }

        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] - measurements[0]) * Math.pow(i, 3.5D));
            }
            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
0.25284743 0.3563506 0.4467549...
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
2.6682673 2.5502665 2.3796663 ...
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
10.018816 10.034638 10.126118 ...
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
18.307262 17.873608 17.94948 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
-4.37898 -4.266341 -4.415198 -...
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
12.601924 12.615334 12.921817 ...
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
-1.7547523 -1.7753773 -1.90126...
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
15.368441 15.158615 15.0865 14...
Truncated