import abc
import logging

from django.conf import settings

from collections import namedtuple

log = logging.getLogger("mitx.courseware")

# This is a tuple for holding scores, either from problems or sections.
# Section either indicates the name of the problem or the name of the section
Score = namedtuple("Score", "earned possible graded section")

def grader_from_conf(conf):
    """
    This creates a CourseGrader from a configuration (such as in course_settings.py).
    The conf can simply be an instance of CourseGrader, in which case no work is done.
    More commonly, the conf is a list of dictionaries. A WeightedSubsectionsGrader
    with AssignmentFormatGrader's or SingleSectionGrader's as subsections will be
    generated. Every dictionary should contain the parameters for making either a
    AssignmentFormatGrader or SingleSectionGrader, in addition to a 'weight' key.
    """
    if isinstance(conf, CourseGrader):
        return conf
        
    subgraders = []
    for subgraderconf in conf:
        subgraderconf = subgraderconf.copy()
        weight = subgraderconf.pop("weight", 0)
        try:
            if 'min_count' in subgraderconf:
                #This is an AssignmentFormatGrader
                subgrader = AssignmentFormatGrader(**subgraderconf)
                subgraders.append( (subgrader, subgrader.category, weight) ) 
            elif 'name' in subgraderconf:
                #This is an SingleSectionGrader
                subgrader = SingleSectionGrader(**subgraderconf)
                subgraders.append( (subgrader, subgrader.category, weight) )
            else:
                raise ValueError("Configuration has no appropriate grader class.")
                
        except (TypeError, ValueError) as error:
            errorString = "Unable to parse grader configuration:\n    " + str(subgraderconf) + "\n    Error was:\n    " + str(error)
            log.critical(errorString)
            raise ValueError(errorString)
        
    return WeightedSubsectionsGrader( subgraders )


class CourseGrader(object):
    """
    A course grader takes the totaled scores for each graded section (that a student has 
    started) in the course. From these scores, the grader calculates an overall percentage 
    grade. The grader should also generate information about how that score was calculated,
    to be displayed in graphs or charts.
    
    A grader has one required method, grade(), which is passed a grade_sheet. The grade_sheet
    contains scores for all graded section that the student has started. If a student has
    a score of 0 for that section, it may be missing from the grade_sheet. The grade_sheet
    is keyed by section format. Each value is a list of Score namedtuples for each section
    that has the matching section format.
    
    The grader outputs a dictionary with the following keys:
    - percent: Contaisn a float value, which is the final percentage score for the student.
    - section_breakdown: This is a list of dictionaries which provide details on sections
    that were graded. These are used for display in a graph or chart. The format for a 
    section_breakdown dictionary is explained below.
    - grade_breakdown: This is a list of dictionaries which provide details on the contributions
    of the final percentage grade. This is a higher level breakdown, for when the grade is constructed
    of a few very large sections (such as Homeworks, Labs, a Midterm, and a Final). The format for
    a grade_breakdown is explained below. This section is optional.
    
    A dictionary in the section_breakdown list has the following keys:
    percent: A float percentage for the section.
    label: A short string identifying the section. Preferably fixed-length. E.g. "HW  3".
    detail: A string explanation of the score. E.g. "Homework 1 - Ohms Law - 83% (5/6)"
    category: A string identifying the category. Items with the same category are grouped together
    in the display (for example, by color).
    prominent: A boolean value indicating that this section should be displayed as more prominent
    than other items.
    
    A dictionary in the grade_breakdown list has the following keys:
    percent: A float percentage in the breakdown. All percents should add up to the final percentage.
    detail: A string explanation of this breakdown. E.g. "Homework - 10% of a possible 15%"
    category: A string identifying the category. Items with the same category are grouped together
    in the display (for example, by color).
    
    
    """
    
    __metaclass__ = abc.ABCMeta
    
    @abc.abstractmethod
    def grade(self, grade_sheet):
        raise NotImplementedError        
    
class WeightedSubsectionsGrader(CourseGrader):
    """
    This grader takes a list of tuples containing (grader, category_name, weight) and computes
    a final grade by totalling the contribution of each sub grader and multiplying it by the
    given weight. For example, the sections may be 
    [ (homeworkGrader, "Homework", 0.15), (labGrader, "Labs", 0.15), (midtermGrader, "Midterm", 0.30), (finalGrader, "Final", 0.40) ]
    All items in section_breakdown for each subgrader will be combined. A grade_breakdown will be
    composed using the score from each grader.
    
    Note that the sum of the weights is not take into consideration. If the weights add up to
    a value > 1, the student may end up with a percent > 100%. This allows for sections that
    are extra credit.
    """
    def __init__(self, sections):
        self.sections = sections
        
    def grade(self, grade_sheet):
        total_percent = 0.0
        section_breakdown = []
        grade_breakdown = []
        
        for subgrader, category, weight in self.sections:
            subgrade_result = subgrader.grade(grade_sheet)
            
            weightedPercent = subgrade_result['percent'] * weight
            section_detail = "{0} = {1:.1%} of a possible {2:.0%}".format(category, weightedPercent, weight)
            
            total_percent += weightedPercent
            section_breakdown += subgrade_result['section_breakdown']
            grade_breakdown.append( {'percent' : weightedPercent, 'detail' : section_detail, 'category' : category} )
            
        return {'percent' : total_percent,
                'section_breakdown' : section_breakdown,
                'grade_breakdown' : grade_breakdown}


class SingleSectionGrader(CourseGrader):
    """
    This grades a single section with the format 'type' and the name 'name'.
    
    If the name is not appropriate for the short short_label or category, they each may
    be specified individually.
    """
    def __init__(self, type, name, short_label = None, category = None):
        self.type = type
        self.name = name
        self.short_label = short_label or name
        self.category = category or name
    
    def grade(self, grade_sheet):
        foundScore = None
        if self.type in grade_sheet:
            for score in grade_sheet[self.type]:
                if score.section == self.name:
                    foundScore = score
                    break
        
        if foundScore:
            percent = foundScore.earned / float(foundScore.possible) 
            detail = "{name} - {percent:.0%} ({earned:.3n}/{possible:.3n})".format( name = self.name, 
                                                                        percent = percent,
                                                                        earned = float(foundScore.earned),
                                                                        possible = float(foundScore.possible))
            
        else:
            percent = 0.0
            detail = "{name} - 0% (?/?)".format(name = self.name)
            
            if settings.GENERATE_PROFILE_SCORES:
                points_possible = random.randrange(50, 100)
                points_earned = random.randrange(40, points_possible)
                percent = points_earned / float(points_possible)
                detail = "{name} - {percent:.0%} ({earned:.3n}/{possible:.3n})".format( name = self.name, 
                                                                        percent = percent,
                                                                        earned = float(points_earned),
                                                                        possible = float(points_possible))

            
            
        
        breakdown = [{'percent': percent, 'label': self.short_label, 'detail': detail, 'category': self.category, 'prominent': True}]
            
        return {'percent' : percent,
                'section_breakdown' : breakdown,
                #No grade_breakdown here
                }
     
class AssignmentFormatGrader(CourseGrader):
    """
    Grades all sections matching the format 'type' with an equal weight. A specified
    number of lowest scores can be dropped from the calculation. The minimum number of
    sections in this format must be specified (even if those sections haven't been
    written yet).
    
    min_count defines how many assignments are expected throughout the course. Placeholder
    scores (of 0) will be inserted if the number of matching sections in the course is < min_count.
    If there number of matching sections in the course is > min_count, min_count will be ignored.
    
    category should be presentable to the user, but may not appear. When the grade breakdown is 
    displayed, scores from the same category will be similar (for example, by color).
    
    section_type is a string that is the type of a singular section. For example, for Labs it
    would be "Lab". This defaults to be the same as category.
    
    short_label is similar to section_type, but shorter. For example, for Homework it would be
    "HW".
    
    """
    def __init__(self, type, min_count, drop_count, category = None, section_type = None, short_label = None):
        self.type = type
        self.min_count = min_count
        self.drop_count = drop_count
        self.category = category or self.type
        self.section_type = section_type or self.type
        self.short_label = short_label or self.type
    
    def grade(self, grade_sheet):
        def totalWithDrops(breakdown, drop_count):
            #create an array of tuples with (index, mark), sorted by mark['percent'] descending
            sorted_breakdown = sorted( enumerate(breakdown), key=lambda x: -x[1]['percent'] )
            # A list of the indices of the dropped scores
            dropped_indices = []
            if drop_count > 0:
                dropped_indices = [x[0] for x in sorted_breakdown[-drop_count:]]
            aggregate_score = 0
            for index, mark in enumerate(breakdown):
                if index not in dropped_indices:
                    aggregate_score += mark['percent']
            
            if (len(breakdown) - drop_count > 0):
                aggregate_score /= len(breakdown) - drop_count
        
            return aggregate_score, dropped_indices
        
        #Figure the homework scores
        scores = grade_sheet.get(self.type, [])
        breakdown = []
        for i in range( max(self.min_count, len(scores)) ):
            if i < len(scores):
                percentage = scores[i].earned / float(scores[i].possible)
                summary = "{section_type} {index} - {name} - {percent:.0%} ({earned:.3n}/{possible:.3n})".format(index = i+1, 
                                                                section_type = self.section_type,
                                                                name = scores[i].section,
                                                                percent = percentage, 
                                                                earned = float(scores[i].earned), 
                                                                possible = float(scores[i].possible) )
            else:
                percentage = 0
                summary = "{section_type} {index} Unreleased - 0% (?/?)".format(index = i+1, section_type = self.section_type)
        
                if settings.GENERATE_PROFILE_SCORES:
                    points_possible = random.randrange(10, 50)
                    points_earned = random.randrange(5, points_possible)
                    percentage = points_earned / float(points_possible)
                    summary = "{section_type} {index} - {name} - {percent:.0%} ({earned:.3n}/{possible:.3n})".format(index = i+1, 
                                                                    section_type = self.section_type,
                                                                    name = "Randomly Generated",
                                                                    percent = percentage, 
                                                                    earned = float(points_earned), 
                                                                    possible = float(points_possible) )
        
            short_label = "{short_label} {index:02d}".format(index = i+1, short_label = self.short_label)
            
            breakdown.append( {'percent': percentage, 'label': short_label, 'detail': summary, 'category': self.category} )
        
        total_percent, dropped_indices = totalWithDrops(breakdown, self.drop_count)
        
        for dropped_index in dropped_indices:
            breakdown[dropped_index]['mark'] = {'detail': "The lowest {drop_count} {section_type} scores are dropped.".format(drop_count = self.drop_count, section_type=self.section_type) }
        
        
        total_detail = "{section_type} Average = {percent:.0%}".format(percent = total_percent, section_type = self.section_type)
        total_label = "{short_label} Avg".format(short_label = self.short_label)
        breakdown.append( {'percent': total_percent, 'label': total_label, 'detail': total_detail, 'category': self.category, 'prominent': True} )
        
        
        return {'percent' : total_percent,
                'section_breakdown' : breakdown,
                #No grade_breakdown here
                }
