from peewee import *
from playhouse.sqlite_ext import SqliteExtDatabase
import datetime
import json
import numpy as np

def coloursToJson(colours):
    colours2 = [(list(colour[0]), colour[1]) for colour in colours]
    return json.dumps(colours2)

def jsonToColours(string):
    data = json.loads(string)
    return [(np.array(d[0]), d[1]) for d in data]

db = SqliteExtDatabase('images.db')

class ColoursField(TextField):
#     db_field = 'colour'

    def db_value(self, value):
        if value is None:
            return None
        return coloursToJson(value)

    def python_value(self, value):
        if value is None:
            return None
        return jsonToColours(value)

class JsonField(TextField):
#     db_field = 'colour'

    def db_value(self, value):
        if value is None:
            return None
        return json.dumps(value)

    def python_value(self, value):
        if value is None:
            return None
        return json.loads(value)

class BaseModel(Model):
    class Meta:
        database = db
        
class Emotion(BaseModel):
    name = CharField(unique=True)
        
class Group(BaseModel):
    name = CharField(unique=True)

class Artwork(BaseModel):
    author = CharField(null=True)
    age = SmallIntegerField(index=True, null=True)
    gender = FixedCharField(max_length=1, null=True) # we should not really use this one
    group = ForeignKeyField(Group, related_name='artworks', index=True)
    emotion = ForeignKeyField(Emotion, related_name='artworks', index=True)
    created_date = DateTimeField(default=datetime.datetime.now)
    filename = CharField()
    width = IntegerField(null=True)
    height = IntegerField(null=True)
    colours = ColoursField(null=True) # serialised colours + percentages: [([r,g,b], percentage), ...]
    faces = JsonField(null=True) # Serialised MS data

    def getThumbPath(self):
        return 'thumbs/%s.jpg' % self.id

def getAges():
    r = Artwork.select(fn.Distinct(Artwork.age)).dicts()
    return [a['age'] for a in r]

def getEmotionCountsFromArtworks(artworks):
    emotions = {}
    for artwork in artworks:
        e = artwork.emotion.name
        if e == 'onbekend':
            continue
        if e in emotions:
            emotions[e] += 1
        else:
            emotions[e] = 1
    return emotions

def getEmotionFractionsFromArtworks(artworks):
    emotions = getEmotionCountsFromArtworks(artworks)
    total = sum(emotions.values())
    for e in emotions:
        emotions[e] = emotions[e] / total
    return emotions

def getAgeFractionsFromArtworks(artworks):
    ages = {}
    for artwork in artworks:
        age = artwork.age
        if age in ages:
            ages[age] += 1
        else:
            ages[age] = 1
    
    total = sum(ages.values())
    for age in ages:
        ages[age] = ages[age] / total
    return ages

def getGroupFractionsFromArtworks(artworks):
    groups = {}
    for artwork in artworks:
        group = artwork.group.name
        if group in groups:
            groups[group] += 1
        else:
            groups[group] = 1
    
    total = sum(groups.values())
    for group in groups:
        groups[group] = groups[group] / total
    return groups

emotionTranslations = {
    'anger': 'boos',
    'contempt': 'minachting',
    'disgust': 'walging',
    'fear': 'angst',
    'happiness': 'geluk',
    'surprise': 'verbazing',
    'sadness': 'verdriet',
    'neutral': 'neutraal',
}

def getFaceFractionsFromArtworks(artworks):
    emotions = {}
    for artwork in artworks:
        if artwork.faces is None or len(artwork.faces) < 1:
            continue
        for face in artwork.faces:
            for emotion, score in face['scores'].items():
                if emotion in emotions:
                    emotions[emotion] += score
                else:
                    emotions[emotion] = score
    
    total = sum(emotions.values())
    defEmotions = {}
    for emotion in emotions:
        emotions[emotion] = emotions[emotion] / total
        if emotions[emotion] > .02:
            defEmotions[emotionTranslations[emotion]] = emotions[emotion]

    total = sum(defEmotions.values())
    for emotion in defEmotions:
        defEmotions[emotion] = defEmotions[emotion] / total

    return defEmotions